{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶折线图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.2.0\n",
      "1.19.4\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.3\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.4\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HMRqNMz6HXq/Hy8sLf39/AgICCAgIIDQ0FB8fHxk8Sm8EGSRKkiRJbzyr1Up7ezvt7e10dnbS39/v8ryHhwc+Pj5ERkbi4eGBu7s7BoMBrVarBnw2mw2LxYLZbGZiYoLx8XHGxsa4d+8eLS0tLucKCwsjJiaGmJgYvL29v8q3KknPjQwSJUmSpDeS1WqlpaWF5uZm7t+/j9VqBcDd3Z3w8HA8PT3RaDTY7XY1+BsYGFCXl8GxxGwwGDAYDHh6eqqZw/nz5xMQEIBOp8NmszE8PEx/fz/d3d10d3e7BI6BgYEkJCSQkJCAr6/vy/goJGlOZJAoSZIkvVF6enqora2lqakJi8UCgLe3N1qtlsnJSSYnJ+nq6nJ5zfRgUKvVqo+bzWbGx8cxmUwIIR66lq+vL6GhoYSHhxMeHk5iYiKKojA5OUl7ezutra20trZy7do1rl27RlhYGIsWLSI+Ph6dTn4Lll5t8itUkiRJeu3Z7Xbu3r1LVVUVPT09ABgMBjVTODY2hlarJTAwkKCgIAIDA/Hz88PHxwcvLy/0ev0Tzy+EYHJykrGxMUZHRxkaGmJgYID+/n4aGxtpbGwEwNPTk9jYWGJjY5k3bx4JCQnYbDba29tpbGzk7t27XLx4kZKSEhYuXEh6ejpeXl4v/POR3kw/+MEP+NM//dMXdn4ZJEqSJEmvLbvdTkNDA+Xl5YyNjbk8Z7FYCA0NJSYmhoiICEJCQtBoNJjNZiYnJ9U9hoODg2g0GvR6PTqdDnd3d5dsIoCiKHh4eODh4UFISIjLc87MZEdHB21tbdTW1lJbW4ter2f+/PkkJiYSExNDbGwsJpOJ+vp6ampqqKyspLq6mgULFpCVlSWXoqVZ+fu//3v+8R//UQaJkiRJkjSdEILm5mauXr36UHAYFRVFbGwsHh4ejIyMMDQ0RGtr66yql93d3fH09MTX1xd/f3/8/f0JCQnB39//ocpld3d34uLiiIuLA2BkZISWlhaampqor6+nvr4eHx8fFi1apGYP09LSaG1t5datW9TW1lJXV8eiRYvIzs7G09PzuXxG0pursrKSX/ziF0RHR7/Q6yiP2mMhzUx+fr7YtGnTy74NSZKkr5Xe3l6uXLlCb2+v+pinpyfh4eGAY0/ig4Gjh4cHvr6+eHp64ubmhru7OzqdDo1Gg6Io2Gw2rFYrFosFo9HoUr08/fukXq8nJCSEyMhIoqOjCQ4ORqN5/FyK4eFh6urqqKurw2g0otVqWbhwIRkZGfj6+iKEoLOzk2vXrtHd3Y1OpyMzM5PMzEy5Z/EVYLPZqK+vZ8GCBQ9ll1+W0dFRtm/fzi9+8QsOHjzIlStXHjrmCfc9q95MMkh8BjJIlCRJ+uqYzWaKiopoaGhQH/P29kav1zM0NKQGc35+foSHhxMSEkJwcDABAQFP3XP4ODabjZGREQYHB+np6aG3t5fe3l61UtrNzY3Y2Fjmz59PdHT0YwM7m81GS0sLlZWV9Pb2oigKCQkJ5ObmqsHivXv3KCsrY2hoCB8fH1auXMm8efPmdN/S8/FQsPXxbhhsejEXC0iAbx576mHvv/8+v/7rv8769evJy8t7oUGi/DFFkiRJeuU5Cz6c1cp6vR6r1aoWpMybN4+4uDgiIyOfa19CrVarNsqOj48HHN+Au7u7aW9vp62tjYaGBhoaGtDr9SQkJLBw4UJCQ0NdlqW1Wi0JCQnEx8fT2dnJzZs3aWxspKmpSV1mjouLIzY2lurqasrLyzlz5gxxcXHk5eXJJWgJgEOHDnHt2jXa29v50Y9+RFVVFe+//z4fffTRC7mezCQ+A5lJlCRJerEsFgtnz56lvb0dcBSQOL9vRUVFsXDhQubNmzfnTOHzMDIywt27d2lqaqKvrw+AgIAAUlNTWbBgwWOzi52dnZSVldHd3Y1eryc7O5u0tDS0Wi3j4+OUlJTQ3NyMm5sbq1atIiEhQU5y+Yq9isvN073oTKIMEp+BDBIlSZJenPb2ds6cOaMu7YKjrU1KSgrJycmvZDVwX1+fWqxiNptxc3Nj0aJFZGRk4O7u/tDxzmXmkpISRkdH8ff3Z9WqVURFRQHQ3NzMlStXmJycJD4+ntWrV+Pm5vZVv62vLRkkyiBxzmSQKEmS9PwJIbh06RJ1dXXqYx4eHmRkZLBo0SIMBsNLvLuZsVgs1NfXU1VVxcjICDqdjrS0tMcGi1arlcrKSm7evInNZiM5OZnly5djMBgwGo1cuXKFu3fv4u3tzYYNGwgLC3sJ7+rr51UPEh9HBomvABkkSpIkPV8mk4kvvviC0dFRwLGXLzs7m/T09Ney2tfZqufGjRsMDg6i1+vJysp67PsZGRnh8uXLtLe34+XlxZo1a4iJiUEIQW1tLcXFxdjtdpYuXUpGRoZcfn7BZJAog8Q5k0GiJEnS89PW1sbp06fVPYcJCQmsWrXqkZm3140zWLx27RojIyN4e3uzdOnSR+4zdAaEpaWlWCwW0tLSWLZsGVqtloGBAc6dO8fQ0BAJCQmsWbPmpe7HfNN93YPE1+/HMkmSJOmNc/XqVSoqKgDHHOXt27erfQ/fBM6WN3FxcdTU1HDjxg3Onz9PXV0dq1atwt/f3+XYRYsWER0dzfnz56murqazs5MNGzYQGBjI3r17uXjxIk1NTQwODrJ58+ZXcn+m9PqTmcRnIDOJkiRJz8Zms3H06FG1Kjg8PJydO3c+sUH1m2BycpKysjJqa2vRaDQsXryYxYsXP/S+7XY7N27c4ObNm+h0OtauXcv8+fMRQnDz5k2uX7+Ou7s7W7duJTQ09CW9mzfX1z2T+Gb/LZQkSZJeWePj4/z0pz9VA8Tc3Fx27979xgeI4Bjlt2bNGnbv3o2fnx/l5eUcOXKEgYEBl+M0Gg25ubns2LEDrVZLfn4+ZWVlCCHIzs5m8+bNWCwWvvzyS+7evfuS3o30ppKZxGcgM4mSJEm/ZLfb1ckkw8PDjIyMMDY2htlsVsfe6XQ6dQ/d0NCQ+tqVK1eSnJz8WhanPCubzUZ5eTkVFRVoNBqWLFlCenr6Q3sVx8bGyM/Pp7e3l5iYGDZs2IDBYKCnp4czZ85gNBpZuXIlaWlpL+mdvHm+7plEGSQ+AxkkSpL0dTc5OUlLSwstLS10dnaqE1HAsbfOOStZp9Oh1Wqx2WyMjo5iNBofOpeiKAQFBREVFUV0dDRhYWFfq6Cxu7ubixcvMjw8TExMDOvWrXuoaMdms3HlyhXq6uoICAhg69at+Pj4MDIywqlTpxgeHiYnJ4fs7GxZ+fwcyCBRBolzJoNESZK+joQQ3L9/n9u3b9PW1oYQAkVRCAsLU/8LDAzE29vbZelYCEFpaSlVVVWAo73Nli1bsNvt9PX10dPTQ09PD5OTk4CjgCU2NpaEhARiYmK+FgGjxWLhypUrNDQ04OXlxfr164mIiHA5RghBRUUFZWVleHh4sGXLFkJDQzEajZw6dYq+vj7S0tJYsWKFDBSf0asaJP7t3/4tH374IVqtlvXr1/OjH/3I5XlZ3SxJkiR9pex2O/X19VRWVjI0NISiKERHRxMfH09cXNwTJ4HYbDYKCgpoaWkBHLOX9+/fj4+PDwCxsbGAIwDq7+/n/v373Lt3j+bmZpqbm9Hr9SQmJpKcnExwcPAbG/zo9XrWrVtHVFQUV65c4fjx46xcuZKUlBT1PSuKQlZWFn5+fpw/f57jx4+zefNmoqOj2blzJ2fOnKG6uhqLxcKaNWve2M/q66qhoYEzZ85QXFyMoij83u/9HgUFBWzYsOG5X0sGiZIkSdITCSFobW3l6tWrDA0NYTAYyMjIIDU1VQ3ynsRqtXL69Gk6OjoAR4bwnXfeeeRrFUUhODiY4OBgsrKyGBsbo7m5mYaGBu7cucOdO3cICgoiPT2dhISEVyq78zwtWLCA4OBgzp49S1FREX19feTl5bm83/nz57Njxw5Onz7N6dOnWbduHQkJCWzbto2zZ8+qE2tkoPhm8fT0ZHh4mNHRUTw8PGhvb+dFrQrLIFGSJEl6rOkTQHQ6HdnZ2WRkZMx4NJ7ZbOb06dN0dXUBjiXmvXv34ufnN6PXe3t7k5GRQUZGBr29vdTW1tLQ0MDFixcpKysjLS2NlJSU12JU32wFBgby9ttvq/0Uh4aG2LJli8s+xfDwcHbv3s3JkycpKCjAZDKRkpLC5s2byc/Pl4HiGygqKoq8vDzi4uLw8vJi3bp1bNy48YVcS+5JfAZyT6IkSW8qIQS3b9+mrKwMq9XKwoULyc3NxcvLa8bnMJvNnDhxgt7eXsCRJdy7dy8hISHPdG8mk4k7d+5w+/ZtxsfHcXd3JzMzk9TU1Ddy36LdbqesrIzKykp8fX3Ztm3bQ0H26OgoJ06cYGRkRK1wtlqt5Ofn09bWRnJyMqtXr5aB4iw9uLfv9OnT6sjI583Hx4etW7c+9bgTJ07wD//wD/zjP/4j7u7u/PCHPyQzM5ODBw8+9r6nkX0SJUmSpLkzGo2cPHmS4uJiPDw82LFjB2+99dasAkSLxcLJkyfVABFg69atzxwgAri5uZGVlcV7773H6tWr0Wq1XL16lZ///OdUVVVhtVqf+RqvEo1Gw/Lly8nLy2N0dJQjR46omVknHx8fdu3ahZ+fH8XFxVRWVqLT6di0aRNRUVHU1tZy9erVF7YsKX11Tp48yfe//308PT3RaDT84R/+IT/+8Y9fyLXevB+5JEmSpDnr6uri3LlzTExMkJyczIoVK2Y9G9hqtXLmzBl6enrUx1avXk1MTMxzvVetVsuiRYtYsGABd+7c4datW5SUlFBZWUl2djYLFy58oxpzp6Sk4O3tzblz5zhx4gSbNm1SC34AvLy82LVrFydOnKC0tBSAjIwMNm/ezMmTJ6msrMRgMJCdnf2y3sJrbyaZvhctJyeHL7/8Uv1z/OSTT8jMzHwh15LLzc9ALjdLkvQmuX37NsXFxWg0GtasWUNSUtKsz2G32zl79iytra3qY1lZWSxdunRO9ySEYHJyktHRUSYnJ5mcnMRkMmG327HZbABqD0aNRkNvby93797FZDIRFBTEqlWr3qgZ0AA9PT2cOnUKs9nM+vXrSUhIcHneaDRy/PhxBgcHycvLIyUlBZPJxPHjx+nv72fVqlWkpqa+pLt/vbyKLXCEEHz/+9/n0qVLKIrCggUL+Ju/+RuXTL/sk/gKkEGiJElvAiEEZWVlVFRU4Ovry+bNmwkMDJzTeQoLC6mvr1cfi42NZcuWLTPaCyeEYGBggJ6eHnp7e+nr62N4eNilQfdceHt7k5iYSEREBCEhIQ81qH4dDQ4OcuLECSYmJlizZg3Jyckuz09MTHDs2DFGRkZYu3YtCxYswGg0cuzYMYaHh9m0aRPz589/SXf/+ngVg8SZkEHiK0AGiZIkve5sNhuFhYU0NjYSFhb2UPXsbJSXl1NeXq7+3t/fn7fffvuJy9Umk4l79+7R1tbG/fv3MZlM6nOenp74+fnh5+eHj48PHh4e6r2ZzWY1s2g2mzGbzVgsFqxWq/rf5OQkRqMRu93uck1/f3/Cw8OJjIwkKioKDw+POb3fl210dJTjx48zOjqqZgynGxsb49ixY4yPj7Nhwwbi4+MZGRnh6NGjmM1mduzY8cZlWZ83GSTKIHHOZJAoSdLrbHr167x589iwYcOcq4Nra2vV5S8hBHq9nn379uHr6/vQsTabjZaWFhobG2lra1ODuODgYKKioggLCyM0NBRPT0/Gx8fp7Oykp6eH/v5+BgYGXALJuXDeo1NwcDDz5s1j/vz5BAQEvFYVwGNjYxw/fpyRkZFHBorOoNBkMrF9+3YiIyPp6+vjyy+/RKPRsGfPHvz9/V/Ozb8GZJAog8Q5k0GiJEmvq+kB4sKFC1m9evWcizw6Ojo4ceIEiqKoAd/27duJjo52OW58fFxtiG00GlEUhaioKBISEoiNjcXDwwO73U5nZyctLS20tbUxMjKivl6v1xMYGEhAQADe3t54e3vj6emJwWDAYDC43L/NZlMzjEajkdHRUVpbW12qrR/Fzc2NsLAwgoOD1YBZURQ0Gg0GgwE3Nzfc3d3Va78KhTHj4+McP36c4eHhRwaKzqAQYNeuXQQHB9PW1sbp06fx9fVl7969T5yW83Umg0QZJM6ZDBIlSXodPRggPkuj5dHRUb744gssFosaIObm5rpU0I6NjXHz5k3q6uqw2+34+PiQkpJCUlISnp6eCCHo6+ujrq6OpqYmNVPo4+NDZGQkERERhIeHqxNajEaj+p/ZbMZmsz1UxKLX6/Hw8FCXqDUaDUIIOjo6uHLlCsPDw2g0GrRa7Zz3PCqKgre3NwEBAQQFBREUFERYWNisWgU9L+Pj43z55ZcuexCn6+jo4OTJk7i5ubFnzx58fX2prq6muLiYqKgotm3b9koEvK8au91OXV0dSUlJr1UPTqvVSkNDw6Mq/GWQ+FWRQaIkSa8bu91Ofn4+9+7de+YA0WKxcPToUQYGBtTHoqKi2L59O4qiYDQaKS8vp7a2FrvdTlhYGJmZmcTGxqLRaLDZbDQ2NlJdXU1/fz8AAQEBJCQkEBcXh4eHB319fepS8/DwMCMjI2pAOFOKoqDT6Vwqoqfz8fEhJiYGRVEYHx+np6eHiYkJ9XmNRkNYWBiJiYlotVomJycZGxtjbGyM4eFhhoeHXfY9+vj4EB4eTkxMDNHR0V9Zoczo6CjHjh1jYmKCjRs3PlSY0tzczLlz5/D392fPnj0YDAYuX75MbW0taWlprFy58iu5z9dNY2MjPj4+BAUFvRZbEZzzz0dHR0lMTHzwaRkkflVkkChJ0utECKEGBYmJiaxbt27O3/SEEJw7d467d++qe/w8PT3Zt28fbm5u1NTUcP36dcxmM6GhoeTk5BAdHY2iKFgsFmpqaqiqqmJiYgK9Xk9iYiILFizAarVy//592traXIJPRVHw8fFxKWLx8PDAYDCg0+nUbInNZsNoNNLV1UV3d/cTp2NotVq0Wi1msxkPDw82bNhAZGQk4MjMNTQ0UFNTw9jYmPqawMBAVqxYQVRUlPqYzWZjeHiY3t5eurq66OrqYnh4WL3vsLAwEhISiI+Pf+FFMsPDwxw7dgyTycTWrVsfWvKvrKyktLRUzR4KITh58iSdnZ2sXr2aRYsWvdD7ex2ZzWZaW1ufucr+q6TX64mNjX3UuEoZJH5VZJAoSdLrxFl9HBUVxdatW59pj1VVVRUlJSXo9Xr1m+fOnTvR6/UUFhYyMDCAl5cXy5cvJz4+Xt2vWFtbS3l5OUajEU9PT9LS0ggKCuLevXs0NzczOTkJgLu7u0sRS1BQ0BPvVwhBe3s7tbW1tLS0YLfb0Wg0REdHExcXR3R0NJ6enoyMjNDf369mKLu7u12ygAEBAWRlZREXF6dWZQ8NDXHjxg2am5vVYz09PVm+fPmjMjWAI8hsa2ujtbWVtrY2bDYbiqIQHR3NwoULiYuLe2HLuwMDA3z55ZfYbDZ27drlMuVGCEFRURE1NTVqJtlkMnH48GHGxsbYuXMnERERL+S+Xnd2u/21mFjj3EP7uKdnda7X4Q2/qmSQKEnS66Kuro7CwkKCg4PZuXPnozIMM9bd3c2xY8fQ6XRqgJiRkYFOp+PmzZsoikJmZiZZWVlqoHX//n2KiooYHh7Gw8ODzMxMNBoNd+7cYXBwEHC0pklISGDevHkzXtqzWCzU19dTVVWlFrlERkayYMEC4uLinvo+bTYbvb29NDQ0UF9fry5HazQaYmNjSUpKIjY2Fq1Wi91up6qqioqKCpdgdvny5Q/tAXzwHu/du6dWcwsh8PDwIDk5mdTUVDw9PZ/6Pmerq6uLEydOoNfr2bNnj8usZ7vdzpkzZ2hra2P58uVkZGQwMDDA0aNH0Wq17N2795FV6dIbQQaJXxUZJEqS9Dro6uri+PHjeHp6snfv3mcKSiYnJzl06JBL/0F/f3+0Wi39/f0EBQWxdu1agoKCAEdT55KSEpqamtDpdKSmpqIoCjU1NZjNZvR6PQsXLmTBggWz2vNlNpupqqqiuroak8mEm5sbixYtIjk5ec4Bjs1mo7i4mDt37ri0yXF3dycpKYlFixap7WIaGxu5evUq4+PjgCOzmJeXR1xc3BOvMTExQV1dHbW1tYyOjqLVaklKSiIjI+O5t6JpaWkhPz8fHx8f9uzZ47LUbTabOXLkCMPDw2zfvp2oqCju3bvHmTNnCAgIYO/evbMexyi9FmSQ+FWRQaIkSa+6sbExDh8+jMViYc+ePWrwNhdCCM6cOUNra6uaWQPH3j6r1crixYvJzs5Wl4UbGxu5cuUKZrOZmJgY/P39qaurw2w24+vrS0ZGBklJSbMKRiwWC9XV1VRWVmIymfD19SU9PZ0FCxY8t6Dm/v37XLx4kYmJCYKCgrBYLGqWMjo6mrS0NLXQpbm5maKiIoxGIwB+fn5s3LjxqZ+z3W7n3r17VFRU0NPTg6IoJCUlkZ2d/VyzeDU1NVy5coWwsDB27tzpsmQ/NDTE4cOH0Wg0vPPOO/j4+HDr1i3Kysqeec+q9MqSQeJXRQaJkiS9yqxWK0ePHqW/v5+NGzcSHx//TOe7ffs2RUVFeHh4qEERgIeHB+vXr1eLOUwmE1euXKGpqQl3d3cSExNpbm5mYmICPz8/Fi9eTGJi4qz25AkhaGhooKysjImJCXx8fMjOziYpKemF7O2bnJzk4sWLtLa2EhgYSFZWFnfv3qWlpQUhBAEBAWRmZpKYmIiiKNy5c4fS0lKsVisAMTExrFu37qmVzUIIurq6KC8vp6OjA0VRSE5OJjc397kVuZSWllJZWUlSUhJr1651Cfyc2cOgoCD27NmDVqtVfxCQhSxvJBkkflVkkChJ0qvs4sWL1NfXk52dTW5u7jOda3BwkC+++AKdTucy8SQ8PJwNGzaovQF7enrIz89nfHycyMhILBYLvb29uLm5sWTJEpKTk2cd1PX09FBUVKSeJzc3l+Tk5Bfe3FgIwc2bN7l+/Tp6vZ5169YRHBxMdXU1d+7cwWKx4OPjw+LFi1mwYAFCCHW5Ghz7GpcuXUp6evqMMnIdHR1cu3aN7u5u9Ho9ixcvJj09/Znfp91u5+zZs7S2trJ06VKysrJcnncWNDmzh2azWd1SsGfPHoKDg5/p+tIr5esZJCqK8jYwIYQ4M/X7NcCfAVnAIPAR8G+FEMZpr4kF/hLYCAjgLPA9IUTbTK4pg0RJkl5VzkKVmJgYtm7d+kzLhjabjSNHjqgtaZzfN+Lj41m3bp0axNy5c4eioiIAYmNjaW1tRQhBamoqOTk5s57qYbFYuHbtGrdv3waY83me1f379ykoKMBkMpGVlUVubi4Wi4Xbt29TVVWFyWTCz8+P3Nxc4uPjGR0dJT8/X+396OPjw+bNm2e01C+E4O7du1y9epXR0VF8fX3Jy8t7qJXNbJnNZo4ePcrg4CCbN2922TsphODs2bPcu3dPLWTp6enh2LFjeHt788477zxToZP0Svn6BYmKosQAFcA3hRCnFUXJBoqA/wJ8CIQDfw50CSH2TL3GG6gEbgI/AqzAHwBvAdlCiMGnXVcGiZIkvYoGBgY4fPgw7u7u7Nu375mbOTuXK6cvM8+bN4/NmzejKAo2m42ioiJqa2vx8vJCr9czNDREQEAAb731FqGhobO+Znt7O4WFhYyNjREaGsqaNWsIDAx8pvfxLMbGxsjPz6e3t5fIyEg2bNiAh4cHZrOZyspKqqqqsFgshIaGsmLFCkJDQ6mtraW4uFitmM7IyGDJkiUzygxarVaqq6u5ceMGVquVxMREli9f/kxFRyMjIxw5cgSbzcaePXtcPs9HFbI4J7LEx8ezYcMGuT/xzfD1ChIVRdECF4DVwLapIPEY0C2E+KfTjgsCGoBvCCHOKIryPeA3gEwhhGXqGAW4CBQLIb7/tGvLIFGSpFeNxWLh8OHDDA8Ps2vXLsLDw5/pfF1dXRw7dswlQPT39+fAgQMoioLZbObs2bN0dHQQGBjIyMgIVquVrKwssrOzZz3KzGazce3aNSorK9HpdCxdupSUlJRXYmSczWajpKSEmpoafHx82Lp1KwEBAYBjD+ONGze4ffs2QggSEhJYvnw5Go2Gc+fO0dnZCYC3tzebN2+e8RLu6OgoRUVFtLa24ubmRl5eHgkJCXN+D52dnZw4cQJPT0/efvttl32P0wtZ9u3bh5eXl9owfeXKlaSlpc35utIr42sXJP574APAG/g2cB4YBVYJIa4/cOxfA15CiH+iKMoF4IQQ4r89cMw+4L8KIZ66w1sGiZIkvWouXbpEbW0ty5YtIzMz85nOZbVaOXToECMjIy5NhA8ePIi/vz9jY2OcOnWKwcFB/P39GRoaeqiIZTaGhoY4d+4cAwMDhIaGsn79+leyX9+dO3e4cuUKOp2OjRs3EhMToz43NDREaWkpra2t6PV6lixZwqJFi6irq6O4uFitCF+6dCmZmZkzys45l6CvXLnC5OQk8fHxrFq1as6FLbW1tVy6dOmRFc8tLS2cPXuW8PBwdu7cidVq5YsvvmBsbIzdu3fPKSssvVJmFSS+/B/NnsHUvsN/DXwDcA7aTAC0OJafH3QVcP6rmQLceMwx8xVF8Xm+dytJkvRitbS0UFtbS1RUFBkZGc98vvLycoaHh10CxOzsbDUgdO5x8/HxYWhoiMjISPbt2zenALGpqYkvvviCwcFBcnJy2L179ysZIAIsWrRInU99+vRpdc8kOLKsW7duZfPmzbi5uVFcXMzRo0cJCwtTg2uAsrIydc7y0yiKQnx8PAcOHCAuLo7m5mYOHTpEe3v7nO4/OTmZ9PR0uru7KSkpcXkuLi6OtLQ0urq6uHHjBgaDgY0bN6IoCgUFBZjN5jldU3o9vbaZREVRAnEEgn8thPgviqK0AL8JjABfCiEe2iGsKMom4O+FEPMURTEDOUKIqgeO0QNmIF4IcfdJ9yAziZIkvSomJib4/PPPEUKwf/9+tdp4rnp6ejhy5IjLY35+fuzbt4+RkRFOnDiB0WjE3d2dyclJ0tLS1OXV2bDb7ZSWllJdXf3Q/OTnSQiB0WhkdHSU8fFxxsfHMZlMmM1mzGazy2g+nU6HTqdDr9fj4eGBp6cnnp6e+Pr64uHhoWb/hoaGOH36NCMjI6SmprJixQqX92+xWLhx4waVlZUoikJ2djbp6emUlpaqFdAGg4FNmzbNOLB2tgIqKirCYrGohTRz+dxPnDhBZ2cnGzZscFnCttlsHD16lL6+Pnbu3ElkZKTabzEpKYl169bN6lrSK+XrsdysKMphwAPHPkQxLUgcBY4KIR7a8KEoymbg/woh4qaCxGwhRPUDxxgAEzBfCNHypHuQQaIkSa+C6U2un0c/RJvNxqeffsro6CiAOn3EOZv55MmTmM1mtFotNpuNvLy8OfXTm5yc5Ny5c3R0dBAeHs7GjRufy4g6IQRDQ0P09PTQ09PDwMAAg4ODzyULptfr8ff3JygoiODgYHx9fbl58yadnZ3ExMSwYcOGhyqBe3t7uXjxIoODgwQHB7N+/XoGBga4cOGCWtSSk5NDdnb2jItDhoeHOX/+PL29vYSFhbFx48ZZ/2AwMTHBoUOHsFqtvP322y4TX4aHh/niiy/Q6/Vq8ZPza+zBoFJ6rbz5QaKiKP8C+CGOopOeqcdacASJ93BULbsLIWwPvO5bwHeFELmKonQDB4UQhQ8cEw20Ab5CiNEHnvse8D3n77/zne9E/Z//83+e99uTJEmaFeces+eV5SkpKaGqymWRRR0d9+WXX6oNo7VaLZs3b57z/sMzZ84wPDxMSkoKK1eufKbilImJCVpbW2lvb6e9vV2drQzg5uZGQEAA/v7++Pr64u3tjaenJx4eHuj1egwGAxqNRg3QbDYbFosFs9mM0WhkYmKC8fFxRkZGGB4eZnBw0KWZuE6nw83NjfHxcQICAtixY8dDwa7NZqO8vJyKigq0Wi0rV64kJCSEM2fOMDY2BjgqxtetWzfjdjM2m42ysjKqqqrmnIXt6OjgxIkT+Pv78/bbb7sUGjU2NnL+/Hm1jZLRaOTzzz/Hbrezf/9+vL29Z3Ut6ZXwZgeJiqKkA2WADkfGz8lz6vcXgXXAUiFE5QOv/SschSu/PlW4clgI8VcPHPMOjsKVp/6YJDOJkiS9bOPj43z66acYDAb279//zD0EH1xm1mg0aDQatm3bRn5+vtpI283Nje3bt8+p0XJXVxdnzpzBbDazYsWKOVfNTkxM0NTUxN27d+nq6lIfDwoKIjIykrCwMEJDQ/Hy8nru7VsmJibo7e2lp6eHzs5Ouru71b2bGo2GxMREFi1aRGhoqMu1Ozs7OX/+POPj48yfP5/ly5dz6dIldX+hn58fW7duxc/Pb8b30tzcTGFhIVardU6f582bN7l27RoLFixg7dq1Ls85G7I7C6GcE1oiIyPZsWOHbIvz+nnjg8RgwP8RT13EkV08C/wt0CiE+N601wXwyxY4+VNZwW/iCCbt044rAEqFED942r3IIFGSpJdp+jLzli1bmDdv3jOdz2w289FHH2GxWNS9hgBZWVk0NDQwPj4OONq4bN++3WV5cqZaWlooKChAo9E8VBk8E86Zx3V1dbS1tSGEQKfTERsbS1xcHFFRUc9tnN1sWK1WOjs7uXHjBt3d3erjPj4+JCYmsnDhQrUQx2QycfnyZZqbm/H19WXDhg3U1ta67FPcsmULERERM77+4OAgZ8+eZXh4+JH7I59ECMHp06dpa2tjzZo1JCcnq89Nb6m0Z88eQkNDuXz5Mnfu3FEbb0uvlTc7SHwc53LztGbal4E/AT4HwoD/DvQKIfZOHe9spn0ZR9NtO46l5I3AYiHE0NOuKYNESZJepoaGBi5cuEBiYiLr169/pnMJITh8+DB9fX14eXkxPj6Ooij4+vpit9vV/Yk+Pj7s2rVrTkuNdXV1XLp0CTc3N7Zt20ZISMiMX2symbhz5w63b99W7y0mJoYFCxYQGxs7636ML1JDQwMXL15Eo9G4jDGMjo4mJSWF2NhYFEXh9u3blJaWoigKq1atwmw2U1paCjj2ga5du5akpKQZX9dkMpGfn09HR8dj90c+zuTkJF988QVGo5G9e/e6TIfp7+/nyJEjeHp6sm/fPhRF4YsvvmB0dJS33357RpNkpFfG16cFzuMIIW4A24F3gBrgCFCCo1WO85gxYC2O/oolOFrfBABvzSRAlCRJepmMRiPFxcV4eHiwcuXKZz7f1atX6evrQ6PRYLVa0Wg06vLp9ABx586dcwoQq6urKSwsxMvLi927d884QJyYmKCkpISPPvqIsrIyhBDk5ubyzW9+k61btxIfH/9KBYjg2L+5ZcsWwLFvcMmSJcTFxdHe3s7Zs2f59NNPqampITk5md27d+Pu7s6lS5cYGxtjw4YN6md/4cIFbty4wUyTOc7ge+HChbS1tXHs2DF1v+PTuLu7s3HjRoQQ5OfnuxT5BAUFsXz5ckZHRykpKUGv17N+/XqEEJw/f17doyq9ed6YTOLLIDOJkiS9LOfPn6exsfG5VJo2NTVRUFAAQGRkJB0dHQAuU1a8vb3ZtWsXPj6zbyFbWVlJaWkp/v7+7NixY0ZVuJOTk9y6dYvbt29js9kIDAwkMzOT+Pj4GY21exV0dXVx+vRprFarOru5pqaGmpoaTCYT7u7uZGRkkJCQwMWLF+ns7CQqKorU1FSX4Cs1NZWVK1fOeP+fEIKKigrKysrw8PBg69atMw7Kq6qqKCkpeWh/ohCCU6dOcf/+fXVrw40bN7h+/Trp6emsWLFi1p+P9FJ8PZebXwYZJEqS9DK0t7dz4sQJter0WYoH+vr6OHr0KDabDT8/P4aHh9HpdGqAoigKbm5u7NmzZ1bFFE4VFRVcvXr1sVW/D7LZbNy+fZsbN25gNpsJDAwkJyeHuLi417JIor+/n+PHj6uBYkxMDBaLhfr6eioqKhgbG8Pd3Z309HRGRkaoq6vDz8+P5cuXU1hYqO4LTUhIYO3atbMKkJubm7lw4QIAGzdunNGe1en7Ex9spzQ+Ps5nn32GVqtVi6S+/PJLuru72bVr16z2UEovjVxuliRJelPZbDauXLmCVqtl1apVzxQ4TU5OcvbsWbVXn7MyenqAqNPp2LZt25wCxKqqKjVA3Llz51MDxLa2Nj7//HNKS0sxGAysX7+effv2MX/+/NcyQATHUu2OHTvQ6XScPXuW+/fvo9frSU1N5d133yUvLw+tVsu1a9e4f/8+SUlJjIyMUFhYyMqVK9XPrKmpibNnz85qaTc+Pp5du3ah1+s5e/YsTU1NT32Noii89dZbuLu7c/nyZbVYCcDLy4u8vDyMRiNXrlxR901qtVq1ulp6s8ggUZIk6TVy69YthoeHycnJeaaxdUIILl68qO5Zi4qKoqenR81UKYqCoihs3rx5VgUmTrW1tZSUlODv78/OnTufWHE8MTFBQUEBp06dYnx8nCVLlnDw4EESExNf2+BwuuDgYHbs2IFWq+XMmTNquxutVktKSgrvvfcey5cvx2q10tDQgI+PDxaLhcLCQhYvXqzuAW1ra+P06dNYLJYZXzs0NJTdu3fj6elJQUEBtbW1T32Np6cna9aswWQycfHiRZc9kQkJCcTHx3P37l0aGxvx8/NjyZIljIyMcO3atVl+MtKrTgaJkiRJr4mRkRFu3rxJQEDAM7ceqaiooLW1Fb1ej06nY2JiAkVR1KyiEIK1a9fOeQ7zpUuX8PHxYceOHY8NEIUQNDY28tlnn9HU1ERsbCwHDx5k8eLFr1wxyrMKDg5m+/btaqDo3PcJjmAxIyODd999l/T0dEZHR9U/h+LiYlJSUtS9oB0dHZw6dWpW02P8/f3V/aSXLl16qFH6o8TFxZGcnEx7e7vL8YqikJeXh4eHB0VFRYyNjZGWlkZoaChVVVUu/Sql158MEiVJkl4TJSUl2O128vLynmk6SUdHB9euXcPDwwOLxUJMTAyDg4MuGaPs7GwSExNnfe779+9z/vx5PD09n1ikMjk5SUFBAefPn1d7Jm7ZsuWNnuIRGhrK9u3bURSF06dP09nZ6fK8u7s7K1asYP/+/URGRqqBYllZGfHx8epn09XVxalTp2aVUfT19WX37t34+/tTUlIyo6rpFStW4OfnR1lZGf39/S73+dZbb2E2myksLJTLzm8wGSRKkiS9Bu7fv8+9e/eIj49/pgKByclJLly4gFarxWq14uXlRXd3t8uybkJCAjk5ObM+d19fH/n5+ej1enbs2PHY5fCOjg4+//xzmpubiYuLY//+/cTHx78RS8tP82Cg2NfX99AxziKf9evXq30OKyoqCA8PV/codnd3z3qPopeXF7t27SIoKIjr169z9erVJwaKT2p1Exsbq2Yaa2pq8Pf3Jycnh+HhYcrLy2d8T9KrTQaJkiRJrzi73U5JSQlarZZly5bN+TxCCC5dusT4+DhhYWFYLBbCwsKYmJhQg4Xg4GDeeuutWQdso6OjnDp1CpvNxpYtWwgICHjk9W/dusWJEycwm8289dZbbNq06aVMSHmZwsLC2Lp1K3a7nVOnTjEyMvLQMYqikJiYyLvvvsv8+fMBxyxlf39/3N3dURSF9vZ2zp07h91uf+j1j+Ph4cHOnTsJCwtTWxM9KVAMCQkhJyeHwcFBysrKXJ5bvnw5Pj4+lJaWMjIyQkZGBiEhIVRWVtLT0zPje5JeXTJIlCRJesXduXOHwcFBMjMz59Sn0Kmuro6WlhZiYmLo6OggKCiI1tZW9Xm9Xs/mzZtnvR/QbDZz6tQpjEYj69evf2Sm02w2c+bMGcrKyvD39+edd95h4cKFX4vs4aNERESwfv16jEYjp06dUlvdPMjd3Z1NmzaxYcMGFEWho6MDnU6HTqdDo9HQ2trK+fPnZxUoOuduh4eHU1VV9dSCk6ysLMLDw6murnbZS2kwGHjrrbew2WxcvnxZrYxWFEUuO78hZJAoSZL0CpucnOT69et4eXmRmZk55/MMDQ1RXFyMl5cXiqIghMDPz8/lG/nmzZtnvSfQbrdz7tw5hoaGWL58uUtfPafh4WGOHDlCa2srSUlJ7N27d05zn9808+fPZ+XKlQwPD6tNtx8nISGBgwcPYjAYGBsbU4NCjUZDc3Mzly9fnvFkFnD8QOBssn3r1i1u3Ljx2GM1Gg1r165Fp9NRWFjoshcyMjJSXXauq6sjMDCQ7OxsBgcHn3hO6fUgg0RJkqRXWHl5OSaTiaVLl6LX6+d0DrvdzsWLF7FarSxevJjW1laio6Npbm5Wj0lNTZ1TJXNpaSn3799n4cKFpKenP/R8e3s7R44cYXh4mBUrVrB27do5v483UVpaGllZWfT09Dx16djPz49vfOMb+Pj4YLPZsNvt2O12tFotdXV1lJSUzCpQNBgMbN++Xd2jWFFR8dhjfX19Wbp0KaOjow8tOy9btgxPT09KS0sZHx8nKyuLoKAgKioqGBgYmPH9SK8eGSRKkiS9ogYHB6mpqSE0NHROlcZOzj1i6enpNDc3oyiKS9ZqrvOfa2trqa6uJjw8nLy8vIeWjuvr6zl58iRCCLZu3Up6evrXdnn5SZYsWUJSUhKtra1cuXLliYGem5sb77zzjsueT5vNhl6vp7q6etZFI25ubuzYsYOAgACuXr1KdXX1Y49NTU0lPDyc27dvuyw7u7m5kZeXh9lsVptsr1mzBoBLly7NKnCVXi0ySJQkSXoFCSHUzNBs5vY+aGBggOvXr+Pn56fOZY6JiXHpZ+fc7zYb3d3dXLlyBR8fHzZt2uQyLs5ZoHLx4kW8vLzYs2cPMTExc7r/rwPnXr7o6Ghqa2ufukzr5ubG7t27CQoKUh+zWCzo9Xpu3LhBfX39rK7v7u7Ojh078PPzo7i4mDt37jzxPp2tbqYvO8fFxREfH8+9e/e4e/cuISEhpKam0tPTQ01NzazuR3p1yCBRkiTpFdTa2qqOaQsNDZ3TOZzLzEII3nrrLcrLy9FoNPT29qrHREREEBkZOavzGo1Gzp07p05kmV6d7Axuy8rKCAwMZM+ePY+sdJZcaTQaNm3aRHBwMOXl5TQ2Nj7xeDc3N3bu3PlQoOgM4JxTXWbK09OTnTt34uPjw+XLlx87ws/Pz09ddn6w4GXVqlW4ublRVFTE5OQkS5YswcvLi7KyMpfxftLrQwaJkiRJrxibzUZpaSk6nY6lS5fO+TwVFRX09fWRkZHB+Pg4fX19hIWFYTQa1WNWrVo1q3Pa7XYKCgoYHx9n9erVLkGK3W7n0qVLVFdXExERwa5dux7bTPtls9vtmM1mJicnGR8fZ2JigsnJScxm86wqhZ8nvV7Pli1b8PT0pLCw8KltZNzc3Ni2bZta8T59Yk5+fj6Dg4Ozur6Xl5c6Y/vChQsuS8rTpaWlqdXO0xuCO7ctGI1GSkpK0Ov15OXlYbFYKC4untW9SK8GRe4VmLv8/HyxadOml30bkiS9YW7fvk1RURG5ublkZ2fP6RxDQ0McOnQIb29v3n77bY4cOcLY2JjLXsT58+cz23/Drl69SkVFBSkpKeTl5amPO7OWjY2NxMTEsGnTppc2Wk8Iwfj4OIODgwwNDTEyMsL4+DhjY2MYjUZMJtNT27Po9Xrc3Nzw8PDAy8sLLy8vfHx88PPzw8/PD19f32eaevMkvb29HDt2DDc3N95+++2nBtrDw8McPXoUs9mMEELdA+jt7c3evXvVBtwz1d/fz7FjxwAeWtaefs3PP/8cLy8v9u/fr/5ZCyE4ffo0bW1tbNu2jZiYGPLz87l79y5btmxh3rx5s7oX6bmb1b4SGSQ+AxkkSpL0vFksFj755BMA3nvvvTlVAgshOH78OJ2dnezatYvx8XHOnz+Pl5eXy7LfgQMHZrUU3NrayunTpwkNDWXXrl3qPkS73c758+dpbm5m3rx5bNy40WWP4otmsVjo7Oyku7ubnp4e+vr6MJlMLscoioKnpyeenp64ublhMBjQ6/VoNBq0Wi1CCOx2OzabDYvFgtlsxmQyMTExgdFofKj4QqvVEhgYSFBQEGFhYYSFheHn5/fcCnOampooKCggJCSEXbt2PTXg7u3t5csvvwRwCYCDgoLYvXv3rL+OOjo6OHnyJO7u7uzZs+eR/TmdzbjT0tJcCp/Gxsb47LPPcHNz48CBA5jNZj799FMMBgMHDx6U1e0v16y+QN+sCeqSJEmvuaqqKoxGI3l5eXP+ZlpXV0dnZyfJycmEhYXx+eefo9FoXALE+Pj4WQWI4+PjXLhwAYPBwIYNG1wCxIsXL9Lc3Mz8+fPZsGHDC8uwOQkhGBoaoqWlhba2Nrq7u9UgTqvVEhwcTHBwMP7+/gQEBODr64unp+ec78tut2M0GhkeHmZkZIShoSH6+/vp7++nt7eX2tpawLH8GxUVpf73uLGEM5GQkEB/fz+3bt3iypUrT52CExISwubNmzl16hRubm5qkNzf38/Zs2fZtm3brN5/ZGQk69ato6CggFOnTrF7927c3d1djklLS+Pu3btUV1eTmJio7p319vZmyZIlFBcXc+PGDZYtW8bSpUspKiri+vXrrFixYg6fiPQyyCBRkiTpFTE5OUlFRQW+vr4kJyfP6RwTExNcvXoVT09Pli1bRnNzM0NDQ2qAodFosNvtLF68eMbndGYKTSYTmzZtUrNKQgiuXLlCY2Mj8+bNe+EB4vDwMA0NDTQ1NTE8PAw4loVjYmKIjIwkMjKSwMDA534PGo1GXXKeXuTjXNbu6emhu7ubzs5Ompub1f6TAQEBzJs3j7i4OEJCQmadZczNzaWvr4/6+npCQ0NJSUl54vHR0dGsXbuWCxcuuASK7e3tFBYWsm7dulldPyEhgYmJCUpKSjhz5gw7duxwyWhqNBpWr17NF198waVLl3jnnXfUzz4lJYX6+noqKytJSkpi0aJFNDQ0qAFlSEjIrO5FejlkkChJkvSKuHnzJhaLhTVr1sw50CktLcVkMrFx40a1JYpzwgo4Ar7Y2NhH7jN70n11dnaSkpKizhF2VjHX1tYSHR3Nxo0bX0iAaLVaaWpqora2lu7ubsBRiZuSkkJcXBwRERFPXNoWQmC1WjGZTOpeRGcjanAEOhqNRt2D6FyGnklApygK3t7eeHt7q5NmJicn6ejooK2tjdbWVm7dusWtW7fw9fUlKSmJpKSkGWcYNRoN69ev5/DhwxQXF6tL20+SlJSE0WiktLTUJVBsaGhQM3yzkZ6ezsTEBBUVFRQUFLBp0yaXP+fAwEAyMzO5efMmlZWVZGVlqfe+evVqjhw5wuXLl9m9e7caUF6+fJm9e/e+8Iyz9OxkkChJkvQKGB0d5fbt2wQHBz9ytN1MdHR0qIUj8+fPp6mpiaGhIfV5vV6PxWKZVRaxu7ubGzduEBQUxPLly9XHb926pVYxb968+bnvQRwfH6e6upra2lpMJhM6nY7ExEQWLFhAZGTkQwGG0Wikv7+foaEhBgcHGRkZYWxsjPHx8VnPENZqtXh6eroUq/j6+hIYGIi/v/8Tgxt3d3fi4+OJj49HCEFPTw/Nzc00NjZSXl5OeXk5YWFhJCUlkZCQgJub2xPvxd3dnc2bN3PkyBHOnTvHvn37Hlr2fVBGRgYjIyPU1NSg1+uxWq0IIbh58ybu7u6PnIzzJEuXLmV8fJzGxkauXr360HLx4sWLaW5upry8nPj4eDUIDgkJISUlhdu3b1NbW8uiRYtIT0+nsrKS2trap2ZGpZdPBomSJEmvgPLycux2O0uXLp1T8YPdbqeoqAitVsuqVasQQjw0fcNisRAREfHUbNT04y9cuIBGo2HdunXqUmNdXR3Xrl0jMDCQLVu2PNcq5pGRESoqKqirq8Nut+Pr60tmZiahoaFYrVZ1LNzw8DDDw8MYjUYsFstDbWsURcHNzQ0/Pz98fHzw9vbGzc1NLVZxBnrO0XbTi1WMRiMTExMMDg66NB0HR4YsICCAsLAwIiIiCA8Pf2z1saIoalHLsmXLaG9vp76+npaWFrq7uykpKWHBggWkp6c/cZZ1UFAQeXl5FBYWcuHCBbZu3frUr5GVK1cyNDRER0eHmik1m82UlJSg1WpnFaA5m2iPjY1RVVWFn5+fy+t1Oh2rV6/m+PHjXLlyhW3btqn3t2TJEu7evUtZWRlxcXFkZ2fT1NTEtWvXmD9/vkuPTenVI4NESZKkl2xgYID6+nqioqKIjo6e0zmqqqoYHBwkOzsbX19fGhsb1X174MhITU5OziqLWFJSwsjICCtWrCAwMBBwVDhfunQJb29vtm3bhsFgmNP9PmhiYoLr169TV1eHEAJ3d3cURWFsbOyhWcEzIYRgcnKSyclJ+vv71cd1Oh0eHh4EBAQwf/58FixY8MQg12QyMTIywvDwMAMDA/T399PX10dNTY06ScTX15fw8HAiIiKIjY19ZOCj0WiIiYkhJiYGs9nM3bt3qamp4c6dO9y5c4fY2FjS09OJjIx8ZAC4cOFCOjs7qa+vp6KiQl3WfRyNRsPGjRs5cuQIIyMjmM1mfH19GRkZ4cqVK9jtdtLS0mb4aTqyq5s3b+bw4cMUFRXh5+fnMus7MjKSBQsWUF9fT1NTkzpG0mAwsHLlSs6dO0dpaSnr1q1j+fLlFBQUUFZWxltvvTXje5C+ejJIlCRJesmcQdBcG2ePj49TXl6Oj48PWVlZ2O32h6ZhmM1mQkJCXL6xP0lLSwu1tbVERUWpwUR/fz/nzp3DYDCwffv259Ioe2JigqKiIlpaWlzazExOTj72NYqioNfr1SXh6XsIrVarugfRbDZjsVjUfYjO50dHRxkdHaW1tZXCwkI0Gg2enp6Eh4eTnJxMRESEej43NzdCQkJcCi2EEIyOjtLZ2UlnZyddXV3U19dTX1+vZg/j4uKIi4t75P5Dg8HAwoULWbBgAd3d3VRWVtLS0kJraytBQUFkZGSQkJDw0LL2qlWr6O3t5dq1a4SHhxMeHv7Ez9bd3Z0tW7Zw5MgRbDYbIyMjBAYGMjAwQHFx8ay3Hri7u7N161aOHj1Kfn4+e/fudcmALl++nNbWVoqLi4mOjlaXxefPn09MTAwNDQ0sXLiQ+Ph4amtrqaurUyvwpVeT7JP4DGSfREmSnlVXVxfHjh0jPj6ejRs3zukc58+fp7Gxka1btxIbG0tDQwMXLlxQn3dmETdv3kxcXNxTzzc5Oclnn32G3W5n//79eHl5MTExweHDhzEajezcufOpAcqTWK1WWlpauHHjhsueyel0Oh1CCDW4CwoKIj4+nvnz5z9xafZJhBAMDg7S3NxMZ2cnAwMDD/VTdPL09CQ+Pp6MjAy8vb2feu6JiQnu379PS0sL9+/fV/dBBgUFMX/+fJKSkh7Za9BpZGRE3YNptVoJCAggNzeXuLg4l8zi4OAghw8fxs3Njf379z91TyP8sr+lRqNBCIGPjw8jIyMAZGdnk5ub+9RzTHf//n1OnTqFj48Pe/fuddkj6fzaW7hwoUuWcGRkhM8++wxvb2/279/P6Ogon3/+OQEBAbz99tuyiOWrI5tpf1VkkChJ0rMQQvDll1/S3d3NgQMH5hT8OIPM2NhYtm7dit1u56OPPnIZvafVavH19WX//v0z2u9YUFBAU1MT69atIykpCavVypdffklvby9r165lwYIFs75PcEyBqaysVJeUpzMYDISFhaEoCu3t7dhsNjw8PEhKSmLBggXqcveLMDo6yp07d7h37x4jIyNqYOqk1WoJDQ0lOzv7scvB01mtVjVgvHfvnhqIRkdHk5yczLx58x5b6GMymaioqKC6uhqr1UpISAhLliwhKipKvW5tbS2XLl1i/vz5bNy4cUZ/phUVFVy9ehVFUfDw8MBms6kTWuYy2cc5FSgiIoLt27er70cIwalTp7h//z47d+50aRl08+ZNrl27Rk5ODjk5OZSVlXHr1i1Wrlw5q6Vv6ZnIIPGrIoNESZKexf379zl58iTJycmsWbNm1q8XQnDkyBH6+vrUILOuro7CwkLAsS/NYDAwOTmpBnxPc/fuXfLz85k3bx6bN28GHJnKpqYmsrKy5rQk3tXVRXFxMX19fS6Pa7VakpOTSUxM5Pbt2zQ1NSGEICQkhLS0NOLj47/SyS1O4+PjVFRU0NTU5BJswy/3Fi5ZsmRGgavdbuf+/fvU1tZy7949db/lggULSE5OfuwPBhMTE9y6dYuamhrsdjsREREsW7aM0NBQhBCcO3eOu3fvsmbNmhn11BRCUFhYSH19PQBhYWF0d3ej1Wqx2WwsXbr0qfscH1RUVMTt27dZuHAha9asUYPVB7OGzj9Dm83GoUOHGB0d5cCBA3h4ePDZZ59hNps5ePDgrMcHSnMig8SvigwSJUmaKyEER48epa+vj/fee29GS5oPcgaE6enprFixAiEEH374odoyxmq1qoUa77777lOX9JzLzDabTf2m7cxAxcXFsWnTpllVXnd0dHDp0iV1adPJWQ0bERHB9evX1cAlKiqK7OxsIiIiZv1ZvCgWi4Xm5mYqKysZHBx0eU6v15OUlMSSJUtmtOw7MTFBfX09dXV1alHRvHnzyMzMfOzy/ejoKDdu3KC+vh4hBAsXLlQr4A8dOoTJZOKdd96ZURbaarVy9OhRtZAnJiaGtrY2tZ/ismXLyMzMfOp5nOx2O2fOnKGtrY1Vq1aRmpqqPufMGi5ZssRl32N7ezsnTpwgLi6OzZs3qz+UJCUlzbrZtzQnMkj8qsggUZKkuXLuE0tJSSEvL2/WrzebzfziF79ACMG7776Lm5ubugwJjoILIQRms5nVq1ezaNGip57zwoULNDQ0qEvK7e3tnDx5En9/f/bs2TPjSub+/n4uXLjAwMDAQ88lJyeTk5NDTU0NlZWV2Gw2oqKiyM3NfeULGMxmM3fu3KGysvKhDGNoaCh5eXkEBwc/9TxCCDo7O6mqquLevXsAhIeHk5mZSWxs7CMD8cHBQYqKiujo6MBgMLBkyRL8/f05ceIEISEh7NmzZ0b7+kZGRjh06BBWqxVFUQgKCqK3t1ed6718+XIyMjJm+Ik4lscPHz7M6OgoO3fuVAN8m83G559/ztjYGAcPHnTZj3nu3Dmam5vZtm0b0dHRnD59mra2Nnbt2vVK/YDwhpJB4ldFBomSJM2FEILDhw8zODjIu+++O6cs4rVr17h586ZLAPiTn/wEi8WCn58fw8PD6PV6dDod3/jGN57ay9C59B0TE8PWrVsZGxvjiy++wG638/bbb88oU2U2myksLOTu3bvqY86Mppubm1rIUFRUxPj4OAEBASxbtoyYmJg59YZ8mYaGhqioqKChocGlR6OnpydLlixhwYIFM3pPg4ODVFRU0NjYiN1uJyAggMWLF5OQkPDQ64UQNDc3U1payvj4uDqfurGxcVbLxffu3ePMmTOAo32PyWTCbrfj4eHByMjIrPcIDgwMcOTIEfR6PW+//bb69ez8mnJmDZ3Gxsb49NNP8fLyYv/+/YyNjfHZZ5/JIpavxqz+osk/CUmSpK/YvXv36OvrY9GiRXMKEMfHx6mqqiIgIICFCxcCjgkoFosFcAQTWq0Wi8VCamrqUwNEq9XK5cuX0el05OXlYbfbOXfuHCaTiXXr1j01QBRCcOfOHT788EM1QDQYDPj7+2O1WgkPD2fbtm3U1dVx9uxZzGYzK1euZN++fY/NnL3q/P39eeutt/i1X/s1Vq9erVb4TkxMUFhYyI9//GPKy8sfKtB5UEBAAGvXruW9994jIyODsbExzp8/zxdffEFbW5vL6xVFISEhgYMHD5KZmUl/fz+NjY0YDAauX7/+yMzto8ybN08NKEdGRoiMjMRisaDT6fDz86O4uJja2toZfxaBgYGsXbsWo9FIfn6+WtkdHR1NfHy82t7Hydvbm8WLFzM8PExlZSV+fn5kZGTQ398/q+tKL54MEiVJkr5CzkkoWq121oUCTuXl5VitVpYuXYpGo8Fms6l9EWNjYxkZGcFgMKDVame0zHz9+nVGR0dZsmQJPj4+XL16ld7eXhYvXvzUljlGo5FDhw5x+fJl7HY7iqKwaNEi9Ho9Q0NDpKWlsXDhQk6ePMm9e/dISEjg3XffJS0t7Y3IGDk/4w8++IDt27erM7FtNhvl5eX8+Mc/5ubNm08NFr29vVm+fDnf+MY3yMzMZGhoiFOnTnHixAl6enpcjtXr9Sxbtoz9+/cTERGB2WzGbreTn5//0OSZx8nNzVX3Qd69e5fExEQGBgaIiIjAx8eHy5cvu2SEnyY+Pp6srCx6e3u5cuWK+n6XL1+OTqejqKjIZTxiRkYGfn5+3Lx5k7GxMRYvXoynpyfXrl17bFsi6av3+v8NlSRJeo20tLTQ399PSkrKnKo5BwcHqaurU6d7AOo3ZY1Gg8lkQlEUjEYjSUlJTx171tfXR1VVFSEhIaSmpnL37l11JnNOTs4TX1tXV8fPfvYzNYMVGRnJmjVrqK+vZ3Jykry8PMbGxigsLFQndmzYsOGNrGJVFIXo6Gj27dvHgQMH1Mk5zgD+Jz/5CRUVFU8NFt3d3Vm2bBnvvvuuOmXFObd5+gQdcGQhd+7cycqVK1EUheHhYY4dOzajWdXOiSzOgpuOjg5CQkKora0lKysLd3d3CgoKaG9vn/FnkJubS0xMDPX19eo0Gm9vb3JychgdHaWiokI9VqvVsnLlSqxWK6WlpWrgazKZuH79+oyvKb1YMkiUJEn6igghuH79OjqdblZVpNOVlZUhhGDZsmUoioLJZKKurg6A1NRUuru71Uko6enpT72fK1euALB69Wo1oHN3d2f9+vWPzfTZbDZOnDhBYWGhurTtLEIoLCzEzc2NVatWcfPmTVpaWoiPj+fAgQMzauT9JggICGD79u0cOHBA7RNotVq5evUqP/nJT2hsbHzqOby9vXnrrbfYt28f8+bNo7m5mc8//5zr16+7BIGKopCWlsa+ffvQarX09PTw6aef0t3d/dRreHp64txXPzExgZeXF25ubpSVlamzus+ePUtvb++M3rdGo2H9+vX4+vpSXFyszr1OT08nICCAW7duuVS6x8TEEBcXR3NzM/fv3ycxMZGwsDBqampmvHQuvVgySJQkSfqKNDc3Mzg4SGpq6pyyaZ2dndy7d4/4+HhCQ0MBRw9DcBSIjI6OAo7CgJiYGAICAp54vvr6enp6ekhNTSUwMJCCggLMZjPr169/7Mi94eFhfvrTn6oZpujoaL797W9z9+5dysrKCAgIYMGCBVy+fJnJyUnWrFnDhg0bXKZyfF04M3379u1TK7etVivnz5/nk08+eailzqMEBgayZcsWdu7cia+vLzdu3ODzzz/n/v37Dx23c+dOwPHnf/ToUa5fv/7U5efIyEiWLFkCOLLcixYtUht6b9myBbvdzqlTpx47GedBbm5ubN68Ga1WS35+PhMTE2g0GlatWoXNZqOoqMglm7pixQq0Wi3FxcXY7XZWrlyJEILi4uKnZl2lF08GiZIkSV8Bu91OeXk5er1+TllEIYQ6McP5TX14eJi2tjYAMjMzaWlpUQthntbGxGQycfXqVTw8PMjNzaW8vJze3l4yMzPVpdIHNTY28otf/AKz2QzAunXr2LJlCxcvXqS2tpaIiAj8/Py4desWfn5+vP322yQnJ7+WhSnPU1BQEHv27GHv3r34+fkBv2w4ffbs2RktD0dGRrJv3z6WLVvGxMQEJ0+e5Ny5c4yPj6vHhIWFqftcPTw8uHHjBidPnmRiYuKJ587KylL3J96+fZuEhATa29vp7+9n06ZNmEwmTpw4wdjY2Izeb2BgIGvWrMFoNFJQUIDdbicyMpLExETa2trUtj8APj4+LF68mKGhIW7fvk1ISAgLFy6ko6ODlpaWGV1PenFkkChJkvQVaG5uZmhoiNTU1Dll1e7evUtPTw8pKSlqoFFQUAA4ChmcwYLRaCQwMNBlHNqjlJeXMzk5ydKlS+nv7+fmzZsEBwc/do7vlStX1Kylh4cH77//PnFxcZw+fZq7d+8SExODyWSipaWF+fPn8/bbb7/QUXqvo9DQUA4ePKgu5YIje/eTn/yEysrKp75eo9GQmZnJwYMH1WXaTz/9lNu3b6tZt5ycHAICApicnCQ+Pp6Ojg4OHTr0UOZxOkVR2LhxI3q9HovFgtFoxNvbm6tXr+Lj48PatWsZHx/nxIkTTE5Ozui9JiYmkpKSQmdnp7rHcPny5ej1ekpKSh4qYvHx8aG8vByj0ciSJUvQ6/WUlpbOKICWXhwZJEqSJL1g07OIs2lUPP31ZWVl6PV6dcZuZ2enOuYuOzubhoYGvLy8sNlsZGRkPDF7NzAwwO3btwkNDWXevHmcP38enU7H+vXrHxqD5xz95yxEiIqK4v3330ev13Py5Ena29uZN28evb29DAwMkJubqwYc0sMURSEpKYkPPvhA3TMqhKC0tJRPPvlkRtk6b29vNm/ezJYtW3Bzc6OoqIiTJ08yNjaGVqtVJ5eMjo6yYcMGrFYrJ0+efOLys6enJ+vXrwccRSxJSUnY7XYuXLhAfHw8K1euZHh4eMaZT3AsJYeEhHDr1i1aW1vx9PRUi1imB8U6nY5ly5ZhsVi4du3aY4+TvnoySJQkSXrB7t69y/DwMGlpaXPKIt65c4eRkREyMzPx8PBACKFm9fR6PWazGZvNhtVqxcPDg4SEhMeeSwih7gtbtWoVxcXFjI+Ps2LFiof6IdpsNj7++GO1BUtOTg47duzAarVy6tQpuru7mTdvHvfv38disbB582ays7O/9svLM6HX61mxYgXf+MY31KXekZERPv74Y8rLy2d0jnnz5rF//36Sk5Npb2/ns88+o76+nqCgINLT0+nt7VXH9gUFBT11+XnevHksWLAAgKqqKlJTU+nr66O8vJy0tDTS09Pp6uri4sWLM9ovqNVq1QrqCxcuMDo6SmpqqrolYXpAPH/+fCIiIqirq6O/v189ztkiR3o5ZJAoSZL0AgkhuHnzJjqd7qnVxo9iNpspLy/H09NTzULW19ery8tZWVnU1taq83dTU1MfygZO19TURGdnJ4sWLWJ8fJzGxkZiY2NJTk52OW5ycpIPP/xQvc62bdvIycnBbDarAWJUVBStra3o9Xp27dr1talefp58fHzYvXs3GzZsUP/cysvL+fjjjx+aef0oBoOBNWvWsHXrVnQ6HRcvXiQ/P5+UlBS8vLzUDPSePXtISUmho6ODw4cPq1noB+Xl5eHl5YXVamVwcJDg4GAqKiro6upi+fLlzJ8/n+bmZq5evTrj97du3TpMJhPnzp0DHBlGq9VKWVmZepyiKOr88eLiYjQaDStWrMBms7kcJ321ZJAoSZL0At27d4+BgQFSUlLmlEWsrq5mcnKSnJwcdDoddrud4uJiwLFHzcPDA6PRiE6nQ6vVkpKS8thzWSwWSktLcXNzIz09ncuXL2MwGFi9erVL9m98fJyf/exnWCwWNBoN+/fvJyYmBovFogaI4eHhtLe34+Pjw549e9Rqa2luEhIS+Na3vkVMTAzgqFD+5JNPZtwzMDY2lgMHDpCQkEBLSwtHjhwhKSkJs9lMSUmJOk3HORnl6NGjNDU1PXQenU7Hli1bAGhvbychIQGNRsOFCxewWCysW7eOsLAwKisruX379ozvzdlou7S0lNjYWGJjY2lsbFTb5AAEBweTnJxMZ2cnLS0txMbGEhMTQ2Nj40MNxaWvhgwSJUmSXhBnFlGr1c5pL6LJZKKyshIfHx91/N7169fV8XspKSncuXMHrVbL+Pg4CxYseGIgeuPGDSYmJliyZAk3b97EaDSycuVKl3Y3w8PDfPzxx9jtdnQ6He+//z6BgYHYbDby8/Pp7u4mJCSErq4utWrXWUgjPRs3Nze2bdumZgXB8Wf26aefqhXlT+Lu7s6GDRvYsGEDQghu3bqFj48PTU1NauHKggUL2LVrFwaDgYKCAq5du/bQ0nFwcLDaSL28vFzdH+gMNrds2aKO75teqfwkubm5REREcPv2bZqamli+fDkajUZtfTP9uOlFK85+oKWlpbIlzksgg0RJkqQXpL29nd7eXhYuXDinvohVVVWYzWZycnLQaDRYLBaXjfwRERH09vaq505LS3vsuYaGhqiqqiIoKAgvLy8aGhqIiYkhKSlJPWZwcJBPP/0UIQQGg4Fvf/vbeHh4qAUM9+/fJyAggN7eXkJDQ9m5c+dTJ7pIsxcbG8sHH3ygLt8PDQ3x4YcfPrFCebqEhAT27dtHaGio2jvz0qVLasFJWFgY77zzDiEhIdy8eVOdpz1ddnY2gYGBWK1W2tvbiY6Opq6ujtbWVtzd3dm2bRtubm4UFBTMKMun0WjYsGEDHh4eXLp0CY1GQ1paGn19fdTX16vHeXp6kp2dzejoKNXV1QQGBpKcnExXV9esxgRKz4cMEiVJkl6QGzduoCjKnGY0T05OUlVVhZ+fH4mJiYCjDY0z6xIXF6d+0xwdHSUqKuqJzbOvXr2K3W5n6dKlXL58Gb1e77LMPDQ0xOeff44QAnd3dz744AN0Op06laW5uRlfX18GBweJjIxkx44d6kg36fnT6/Vs3ryZTZs2oSgKdrudkydPcvny5Rll1Ly9vdm9e7eawXZO03Hy8vJi165dJCYmcu/ePY4ePepSIKIoCtu2bUNRFNrb25k/fz56vZ7Lly9jMpnw9fVly5YtCCE4c+bMjIpLPD09WbduHRaLhYKCArUQ69q1ay5BalpaGr6+vty8eZOJiQk1u3j16lVsNttsPkbpGckgUZIk6QXo7Oykq6uLBQsWqA2uZ6OyshKLxaJmEScnJ13GuSUmJtLU1ISPjw/AE/ciTp/U0tTUxMTEBCtWrFDva3R0lM8++wwhBB4eHnzrW99Siyhu3rxJbW0t3t7ejIyMEBERwdatW2WLm6/I/Pnzef/99/H19QUcle4///nPMRqNT32tRqNh+fLlbNy4EUVRaGpq4tKlS+oPGjqdjnXr1rF06VIGBwc5cuQI/f396uu9vLxYsWIFACUlJSxZsoTx8XFKS0sBR0Zy3bp1GI1Gzpw5o26DeJLo6Gh1f2JFRQVLly7FaDS6VHRrtVqWL1+OxWKhrKwMDw8PFi9ezOjo6Iz3QUrPh+5l34AkSdKb6FmyiEajkerqagICAoiPjwccy4XODFJQUBD9/f0IITCZTHh5eTFv3rxHnsvZg0+j0RAdHc2lS5eIjo5W9ziOj4/zySefIITAzc2N999/X53ZXF9fz/Xr13F3d2dsbIzw8HCX/XKvOvvICLb2dmw9Pdj7B7D392MfHUUYjYiJCRACtFrQalF0OvVXxdcXbXAwmuAgNEHBaIOD0AQFobykwNjT05N3332X0tJSqqqqGBsb42c/+xnbt28nKirqqa93fg2dO3eO2tpahoeH2bRpE+7u7urXqI+PDxcuXODYsWNs2rRJnbqTlpamtqVpa2tTl53j4+OJiYkhPj6e3Nxcrl+/zoULF9TM55Pk5ubS2dlJZWUlW7ZsISQkhOrqahYtWqS2YZo3bx5RUVHU19eTmppKWloaNTU13Lhx46l7b6XnR5EbQecuPz9fOIejS5IkOfX09HDkyBESExPVBsWzUVpaSmVlJRs3biQ+Pp6JiQl+9rOfqc+vWbNGbQsyOTnJkiVLWLx48SPP1dTUREFBAYsWLaK1tRWz2cyBAwfw9vbGbDbz4YcfYrfbMRgMfPDBB2oGsb29nZMnT6LT6bBYLISGhrJ9+3YMBsMcPpEXy9bfj6WiEktNDZb6BqwN9Vhb7iFm0EJmNrTR0egSE9AlOP7TJyaiS0pE+xVWdnd3d3P8+HF12TU3N1dtsP40Fy9eVPf/+fj4sGXLFpepOB0dHZw9exaLxcLatWvV/aoTExN89NFHCCFYu3YtRUVFGAwGDhw4gMFgQAjBhQsXaGxsJCsri6VLlz71XkZHRzl06BAajYY1a9Zw9uxZYmJi2LZtm3rMwMAAhw4dIiwsjF27dtHc3ExBQQGpqamsWrVqxp+Z5GJWTUxfjx8HJUmSXiM3btwAeGzg9iQTExPcvn2boKAg5s+fD8CFCxcAxzKcM0ibnJzEx8cHs9n8UI9DJ2ePOb1ej81mY3x8nNWrV+Pt7Y3NZuOjjz5Sq5inLzEPDQ2Rn5+vFssEBASwbdu2VyJAFEJgbb6LuaQEU0kJ5mvXsbW3uxyjCQ9Dn5qCNioaXXQU2vBwNEFBaIIC0fj6onh4oHh6gkYDVivCZgebFWw2hNWKfWgYe38f9r5+bH192Pv7sXX3YLt7F1NpKaaLhQ9cLxxDTg6G7MUYcrIxpKWhvKCCnrCwMD744AO++OILRkZGuH79Ol1dXer+wSdZvnw59+7dQwjB6OgoR48eZd26dWqBTGRkJLt37+bUqVNcuHCB8fFxMjMz8fT0ZMWKFRQXF1NUVMTSpUspKiqitLSUNWvWoCgKa9asYWRkhFu3bhEQEOBSEPUoPj4+rFmzhnPnzlFdXU1iYiKNjY20trYSGxsLoBat3Llzh+bmZuLj46mqqqKmpobU1NSHmr9Lz58MEiVJkp6jvr4+WltbmT9//hMLSR7n5s2b2Gw2cnJyUBSFkZER2tvbURQFm81GSkoKNTU1aLVaRkdHSUxMfGyFcU1NDaOjo+prwsPD1YDyk08+wWKxoCgK77//vrqEbDKZOHPmjFpI4OPjw/bt219qkYowmTBdKWKyoIDJgvPYplX56hYswPPgAfSZGehT09AvSELzAlvyCLsdW0cH1sZGrE3NWOrqMN+4yeSpU0yeODF1Uzr06Wm4r1mD27q1GBYvdixnPycGg4F3331Xzd7dv3+fjz76iAMHDjzxz8nd3Z2cnByKi4tZsGABra2tnD17ltzcXBYvXoyiKAQGBrJ3715OnTpFWVkZY2NjrFy5krS0NO7cucPg4CBdXV1ERUVRW1tLfHw80dHR6HQ6Nm/ezOHDhyksLMTX15ewsLAnvo/4+Hj1azMjIwOdTkdJSQlRUVHqDyy5ubk0NTVx9epV5s2bx4oVKzh69CilpaVs3br1uX2m0qPJwhVJkqTn6NatW8DcsohjY2PcuXOHkJAQdY+hM4vo7u6OVqslODiYvr4+tWAlNTX1kecymUzcuHEDLy8venp6UBSFvLw8FEXh8OHD6iSVgwcPqoGF3W7n3LlzDA8Pq426t2/f7tJH8asirFYmL1xg8Lu/S2dWNv3f/hXG//FD0Grw+tVfIfDv/i/hVRWEXSgg4C/+HO9f/VXcluS+0AARQNFo0EVH4752Ld6//k8I+C9/Rti5s0TcuU3wLz7B9w//Ne7r1mK9e5fR//FX9O19h870TPq/85uM//wTbNOaRz/TfSgK69evZ82aNYAjA/3Tn/6U3t7eJ74uJSUFf39/mpqa2Lx5M4GBgVy/fp2CggK1RY6Xlxe7d+8mMjKSmpoaLly4gN1uZ/v27WoBTEpKCnq9nsLCQvUHCk9PT7Zs2YJGo+Hs2bNq+50nWb58OYGBgVRVVZGYmMjw8DDV1dXq8x4eHmRnZzM2NkZlZSVhYWEkJCTQ2tpK+wMZZOn5k0GiJEnSczI4OEhzczOxsbEEBwfP+vU3b97EbrerWcSBgQG6u7vRaDQYjUYSExNpaGgAHHu6goODHzvp5NatW5hMJiIjI+nr6yM9PZ3AwEAuXryoBhI7d+50aYRdWlpKe3s7Wq0WjUbD1q1bv/JG2daWFob/85/RtXQZ/d/6NhOffY4ubh6+P/gjQgsvEFZ0Bf8//Y94bN+Gdtp+updN4+2NW94qfH7ntwn6h58QUVlByLGj+Pzud9ElxDN58iRDv/8HdOUsofftdxj7h3/A9pSAbiaSk5M5cOAAWq0Wu93O4cOHHzlJRb3PaePubt++zZ49e9RRe8ePH1erpg0GA9u2bSMuLo6mpibOnj2Lm5ub+sPP5cuXWbp0qUu1MzgacTsrns+ePasGno+j0+nYsGEDGo2G+/fv4+3trTZ9d5o+73l8fJylS5ei1WopLS11acQtPX8ySJQkSXpOnjWLWFdXR1hYmDqazZlFdGYN4+PjuXv3Lv7+/thsNlJTUx+5D21sbIzq6mr8/f1paWnBy8uLnJwcqqur1cKFvLw8IiMj1dc0NjZSXV2tBhsbNmwgJCRk1u9jLoQQTF66RN8H36Z71WrG/vpvUPQGfH7/9wi7conQUyfx+Rf/HH1i4lP33b0qFK0WQ042vr//e4Qe/5LwylsE/M1f4bFzJ5bKKoZ/8EO6snPpe/cbjH/0MfbBwTlfKyAggF/5lV9Rv04KCgrUfbGPEhMTQ2xsLE1NTfT397Nx40aysrLo6enh6NGjDA8PA449sBs3biQpKYnW1lbOnDlDRkYG3t7eTE5Oqj0za2tr6ejoUM8/f/58cnNz6e/vp7Cw8Kl9HQMCAlixYgVjY2P4+PhgsVi4du2a+rxWq1XnPV+7dg0fHx/S09Pp7+93acQtPX8ySJQkSXoORkZGaGxsJCoq6ql7sR7l1q1b2O12srOzURSF7u5u+vv70Wq1DA8PExkZSXd3N0IIzGYzbm5uJCQkPPJc169fx2az4enpicViYcWKFfT29qozn5OTk136Kvb393Px4kU0Gg02m40VK1Y8tqXO8ySsVia+OEzPxk30f+N9TBcLcd++jaCff0RYSRG+v/tddFPFO687bWAgnm+/TeD/+VtHwPi//gb3zZswlZUx9K//kM7sXAZ+619iKi6Z0/g5nU7He++9R0REBIC6hPw4y5cvR1EUSkpKAFi6dCl5eXmMjo5y5MgRuru7AUfmce3ataSkpNDe3s6pU6fUiv2amhoyMzPRarVcvnzZJWu4ePFiNQs5fUrQ4yxatIjY2Fg6Ozvx9/dX2+44xcTEEBkZSX19Pf39/WRlZeHu7s61a9dm1J9RmhsZJEqSJD0Ht27dQggxpyzi+Pg4dXV1hISEqP3pLl68CKAuJ6emplJbW4u7uzsTExMsXLjwkf0KndmV4OBgOjo6iImJISIighNTRRWhoaHqPjZw7F3Mz8/Hbrdjt9vVnnQvkrBamfjsc7rXrmfwt38HW9t9vP7pbxBWdJmgv/u/uK9Zg6J5c789aby88Nyzh6D/9/dEVNzE/y/+HENODsYjR+k7cJDu1W8x+rf/G1tf36zOqygKu3btYtGiRYCj/dHhw4cfGXT6+/uTlpZGb2+vmo1LSUlh8+bN2Gw2jh8/rk70URSFVatWkZmZSXd3N0VFReoPKEVFRWRnZzM8POySvVQUhbVr1xIQEEBZWdlTRwoqisJbb72Fh4eHOr1l+rxmRVFYvnw54JgeZDAYyM3NxWg0UlFRMavPSZq5N/dvoSRJ0ldkbGyM+vp6wsLC1EzObFRWVmKz2dQK0/b2doaHh9Hr9QwODuLt7Y3dbmdiYkJtIvy4CSvOZTqTyaROrnDOY3Zzc2PPnj3qsUIILl68yMhUP8GoqCh1wsaLIITAmH+Onk1bGPzu72Lv78fnd79L+NUS/P/k36Gban3ydaLx9cXr4AFCPv+U0MKLeP/mP0MMDzPyH/+UrtylDPzWv8Q8yyBo9erV6p9jb28vH3300SPH2WVnZ+Pu7k5ZWZlafDJv3jx27dqFwWAgPz+fqqoqwBGkLV26lCVLltDf309fXx96vZ6RkRGEEAQFBVFRUeGS/TMYDGzevBm9Xk9BQYH6dfY4Hh4erF27FqvVioeHB+3t7bS1tanPBwcHk5SUxP3792lrayM5OZmAgAAqKipmNBZQmj0ZJEqSJD2jiooKl6Xi2TAajdTU1BAUFKQu8V6+fBlwzGeenJwkJSWFO3fuoNFoGBoaIjY2Vh3TNl1PTw+tra0EBgYyOjpKVlYWhYWFmEwmFEXhvffec7m/qqoq7t27B4Cvr69aQPAiWG7X0HfgIAO/+mvYWlvx+Z3fJry0GN/f/z00c2gV9CbSJybg98M/Jvx6GQF/+78wLFmC8chRerfvpHf/AYxn8xEzLNRIT09XG1NPTEzw4YcfYjKZXI5xc3NTs3HO/bQAISEh7NmzBz8/P0pKSigrK0MIgaIoLF68mBUrVqg/xACUl5eTm5sL4DL2D8DPz48NGzaorZWetjQcExNDamoqRqMRjUbzUHHKkiVL0Gq1XL16FYBly5Zhs9lcxvpJz48MEiVJkp7BxMQEtbW1BAcHq0vFs1FVVeWSRezo6GBkZASDwcDIyAgajYbw8HA6OjrUwPBxWcTr168DMDw8jK+vLxaLhZ6eHsBRyTy9h15PTw9Xr15FURT0ej1btmx5IaPO7MPDDP3w39KzdRvmq2V4vv9Nwoou4/uH//qFt6t5XSlubnju3kXIZ78g9OwZPPbvx3ztOgO/9k/oWbue8Z99hJjB7OaYmBjeffddtSn6z372M7X1kVNycjKBgYFUVla6ZPp8fX3Zs2cPISEh3Lp1i6KiInXpNz09nZUrVzIxMYFWq0UIwY0bN9Tl6wfnK8fExKjzoS9evPjUPZfLli0jICAAu93O0NAQtbW16nPe3t6kp6czMDBAQ0ODy17FgYGBp34m0uzIIFGSJOkZOJeK55JFnJyc5Pbt2/j7+6vTVZxZxIULF9Ld3U1CQgLNzc2AI+vo7e39yGC0q6tLbSFis9lYtGiRWjCQk5Pjsgzu3IcohFBHrc2l8feTCCEwfnmc7jVrGf/xTzBkZxNy6iQB/+XP0IaHP9drvcn0qSkE/o+/ILy0GO/f+hfYensZ+sN/Q9fKPMb+/v89NVj08/Pj/fffR6vVYrPZ+Pjjj12CQWdLHLvdrv6Q4eTu7s6OHTse6pcIjpnOK1euVJexe3t78ff3x8fHh2vXrj3UIzEzM1Otzn/aHkKdTsf69evRaDQoisK1a9fU5XDApWjFarWydOlShBDqqErp+ZETVyRJkuZocnKSmpoaAgIC5lQNXF1djcVicckiOpfxnMtyycnJnDlzBi8vL8bHx0lPT39oSVgIwbVr11AUhbGxMaKiotS9iSEhIeTk5Lgce+nSJTWjlJmZqQaoz4utu5uhH/wxk6dOowkIwP/P/zueB/a/kGIUYTZj6+7G1tWFvb8fMT6BfWwMMT6OGBvDPjYOwu6YeGIwoOj1KHo9GAxofH3RhASjDQ5BExKMJjgYzQsap/estBER+P3R9/H5nd9m4uOfM/q3/5vhf/cnjP7P/4XPb/0LvN7/5mNHAXp4ePDBBx/w0UcfYbFY+MUvfsHbb7+t9vKMiooiJiaGxsZGMjIyXHp8GgwGtm7dyvnz52lsbMRsNrNx40Z0Op1a4OSsmi8uLmbdunWcO3eOK1eusHXrVvUHJ2dhyuDgINeuXSMkJISoqKjHvt+goCCWLl1KaWkpJpOJmzdvsmzZMvWesrOzKS4upqqqiuzsbOLj42lubqazs3NO+4KlR1PmUmovOeTn54tNmza97NuQJOkluX79Ojdu3GD9+vUkJibO6rVms5mPP/4Yd3d3Dh48iEaj4Re/+AXDw8Pk5ORQUVFBQEAAKSkpFBYW4u/vz/DwMN/85jcfmoDS3t7OiRMncHd3x2Qy4enpyfj4ODqdjl/91V91CSrr6+vVyumIiAh27Ngxq32Iwm7H3t2Ntb0DW3s79sFBxMQEYnwc7HYszc1MnjsHkyb0i7Pw/qf/FH3KInTR0c80z9g+Po6l5g6W29VYa+uwNt/F2tyMrbNzzud8FMXbG21MDPqEBHQJ8eim/aqZ6kP4KhBGI+Mf/5zR//k/sXf3oAkNxedf/HO8vvX+Yz9nZybR2TB7x44daqDW39/PoUOHiIqKYseOHQ+91m63c+nSJerr64mIiGDLli3qLO/Kykq1oXZ0dDQeHh40NDQ88u/F0NAQhw8fRqvVsm/fvidO8xFCcPz4cTo7O9U9tc5ekHa7nc8++4zx8XHee+89LBYLn376qbqf8nXpp/kSzOqDkUHiM5BBoiR9fTmDPA8PDw4cODDrgo+bN29y7do11qxZQ3JyMp2dnXz55Zfo9XpycnIoLS3lrbfeoqamhoGBAWw2G3FxcWzevNnlPEIIjh07Rk9PD0IIAgICGJxqzHzgwAGXZeTR0VE+++wztXp0//79j5377GTr7MR0pQjzzZtYqm9juXMHMW0axmxowkLRL1iIflEy+pQU9IsXo0uIf+Q3dFtPD6aiIsxl1zBdu4a1tg6mfb9SvLzQxcejjY1FGxmBNiICbXAwircXGi9vFC9PFG9vNF7eoNUgrFYwmxEWC8JsAbMZ+/AQtt4+7H192Ht7sfX1Ye/pxdrSgq293eV6ANq4OAyLszBkZaHPzMSQlvpMge/zIIxGxn/+CaN/8zfYu3vQRkTg8we/h+f+/ShT84+ns9vtfPrpp+qS8+bNm4mLiwMczdsbGhrYvn37I7c0CCEoKSmhurqa4OBgtm/fru5jvXz5Mnfu3AEc1dXOTPa777770Dzpu3fvkp+fT1hYGLt27Xri353pX7MPfv07z7No0SJWr17NlStXqKmpYdOmTc89O/4GmVWQKJebJUmS5uD27duYzWZWrFgx6wDRYrFQVVWFt7c3SUlJwC/3ImZlZXHnzh3c3Nzw8/Ojt7eXoKAg+vv71f5307W1tdHd3Y1Op0MIoQaIS5cudQkQ7XY7Fy5cUBser1+//pEBohACS0UFxmNfMnn+AtapMYAAir8/huxsdIkJaKOj0UZGoAkMwt7Tw/B//jPsHR3ol+Ti+3vfQ9HpsA8OYR8YwHr/Pra2NqwtLZivX8c09V4BNAEBGHJzMKxejS4sDHNVFaYLF7FMK37QhIXivn07hvQ09Gmp6BctQhMW9kKzRcJoxHq3BWtTE5amJqyNjVgqKjEePoLx8BHHQTod+kWLcFu5ArfVeRiWLUPj6fnC7ulRFA8PvP/Jr+H1zW8w/tOfMfo//oqh7/0+Y//37/D7oz/Cbf06l89Jo9Hw3nvvcejQIfr7+zl79qwaVOXm5tLU1MTVq1eJiop66PNVFIUVK1ZgMBi4ceMGx48fZ8eOHXh4eLB69Wp1u8SVK1dYtmwZpaWllJWVsXr1apfzzJ8/n/T0dKqqqrh69eoT2y75+PiwatUqCgsLaWlpobu7W21WHxcXR3h4OLW1taSlpZGTk0NDQwNlZWXMmzfvhVXqf53ITOIzkJlESfp6slgsfPzxx+j1et57771ZfzNyLs/l5eWRkpJCV1cXx44dQ6/Xs3HjRk6dOkVmZiaTk5PU1dXh7u6uTtSYfi0hBIcPH6a/v19tUeLsWbdv3z6Xa966dUvd2J+VlcXSpUtdnrd1dTH+0cdMHDqE7V4rAJrwcNxX5+G2ejWGZUvRPiJwGP/FLxj6ox+AzY7fH/8Ar3/ya0/ceyhsNmz3WjFXV2MuL8d0+TLW+gbXrJ2bG4bsbDz27sF9zWq0MTGvzPKhfWgIc2Ullpu3MN+6hbn8BnZnb0C9HkNuDm55ebivWYM+K/MrbwpuHxlh9H/+L8b+/u9h0oRhxQr8/viPMGRlPXTskSNH1Or3jRs3Eh8fT2lpKZWVlU/dQuHMhAcEBLBz5048PDwYHR3lk08+QQiBh4cHvr6+dHd3s2fPnoemENntdo4fP05XV5d67ccRQnDixAk6Ojrw8/Pj4MGD6tdDT08PR44cITY2lq1bt1JeXk55ebn6d0t6yKz+IskwW5IkaZbu3LmDyWQiKytr1gGi1WqlsrIST09PFixYADh6y4GjiKSmpgaAhIQEGhsb8fX1ZXJykuTk5Ieude/ePfr6+lAUBY1GgxACjUbj0jAboK+vz6WQxdnTDsB84yYDv/nP6Vq2gtE//wvE5CRev/HrhHx5zNGv7y//As997zj2FE4L1ITJxODv/wFD3/t9tIFBhHxxCO/f+PWnBkWKVovi74+towPTlStY6+pBCDTBwehSFqEJDgaTCXNJCSP/7k8Y+dP/xOTp04jJyVl9zi+Kxt8f9zVr8PlXv0PQT35M+K0bhOafxfff/hC31XlYblUw+l//G727dtOVu4Shf/N9JgsLEdOqc1/o/fn64vf9f0P45ct4vvcu5qtX6d2xi4Hf/lfYurpcjt27d68avJ07d46mpiaysrIwGAxcu3btkQ24nRYvXsyyZcsYHBzkyy+/ZGJiAh8fH3XikNFoxGw2oygKV65ccel1CI6M5oYNG/Dw8KCwsJChoaHHXktRFNavX6+OqHQua4NjglB8fDytra10dHSQkZGBh4cH5eXlclzfcyCDREmSpFmwWq1UVFS4BHmz0dDQwMTEBBkZGeh0Orq7uxkaGkKn05GYmEhra6s6w9Zms6HValEUheTkZJfzTK9odo7UA9i1a5fLuD6r1UpBQQFCCHQ6ndow23S9nL73v0Xvrt0YvzyO24oVBP6/vyO87Cr+//5PMGQvfmz2ztbbS9/B95j4+Se4rX2LkDOnMWQ/fRyhufo2g7/3+3QtWcLIf/iP2Lq68PqVbxNy/Bjht24Qln/WEXSdP4fvD3+APiMd4/HjDPzGd+jMymbwd7/H5MWLjv2FrwhFo0Gfsgiff/Ydgn/6IRE11QQf+gzvf/lbaLx9GP/pz+j/5rfozFzMwG//DsZTpxAPNLV+EbSREQT89/9GaP4Z3NatxfjFF45xf3/zP12uv2fPHsKnWhIVFBRw//59srKyGB0dVX9geZzMzEyWL1/O0NAQX375JePj42RlZeE5teTunBbU399PdXX1Q6/38vJiw4YNWK1W8vPznxjUeXp6kpeXB0BJSYnLnOilS5eqjbd1Oh05OTkYjUZ1Wow0dzJIlCRJmoW6ujqMRiOZmZmPnJ38JHa7nYqKCtzc3NSgb3oWsba2FiGEOmHFYDAwODjIvHnz1G+8Tnfv3mVwcNClMfGiRYseWtYrKytjeHgYgLfeegvPvn76f/XX6NuzF1PhJTz27Cb0/DmCP/kYj61bHa1insBcXU3v9p2Yr1/H+zf/GUEf/iPawMf3WBRCYCotpe+b79O7ZSsTn/wCfUoqAX/zV0SUX8f///tTDIsXu7RK0S9ciM9v/iYhh78grOwqvj/8Y3Tz45j49DP63/+ArpwlDP+H/4ilsXGGn/xXRzEYcFu+HL/v/xvCLl0k9OJ5fP/wX6ObH4fxi8OOgDc7h8E//D6ma9ef2lj6WemTkwn66YcE/sNP0ISGMvKf/jPd6zc4prdMXXv37t1qoHj+/Hnc3d3x8vLixo0bLv0JHyUjI4OVK1cy/P+zd9ZhcdzrF//MCr64SwgkBEKUhLi7u2tTd7fb9tburdy6u6Vp3N2Txh0CEQIkAUKCOyyyOr8/vuwC8aRNmva353n2IezOzH5ngOyZ933POWVlrFmzhpqaGiuZAyE8UalUHD58+LLReYGBgXTo0IGSkhJ279591esRGRmJl5cXJpOJ33//3fq8q6srLVq0oLCwkDNnzhAVFYWbmxuJiYlWJbcNNwcbSbTBBhtsuE6YTCYSExNxcHC4pLJ3PUhPT6e8vJwWLVpgZ2dHQUEBJSUlqFQqWrduTXJyMq6urqhUKkpLS3GrTSS5WLBiSbioX+lzdHRs8OEMkJ2dba3gRAWH4D1/AXl9+1GzZSuOw4fj+/s2PL/+CnVk5HWtv2bbdgrHjMNUWIj7Jx/j9uq/L6ugtUC3fz+FY8dROG4Cut17cBw1Ep/1a/FdswqnMWOQriPhRRUUiOahB/HdsB6/3bvQPPcskosL2m+/I79XHwpGj6Vy0WLMN6m4vtVQR0SgeeJxfNevw+/QAVxffQVlQABVc+dSOHoMed17UP7xJxhr4xFvBSRJwnFAf/y2b8X15ZcwFxRSfPc9FE2fgTEtHRBE0eIvuGvXLkJCQtDpdA3i+q6Eli1b0r17d8rLy1mzZg1eXl4EBgZaXzcajZhMJvbu3XvZ/du0aUNoaChnzpxp0Eq+HCzei+np6RQUFFifj4mJwd7ensOHD2M2m+nQoQMGg4GjR49ec/02XBk2kmiDDTbYcJ04ffo0Wq2W1q1bW3NrrxeyLJOQkIBSqbSaEFsUzS1btuTcuXPWnGZLDFl5eTkajeYSO5LMzEyKi4sbVF3GjBnTgDQaDAa2b98OQKMLF4h47XW0336HOioK7xXL8PzuG9S1yurrQeX8BRTdfQ/Y2eG9eCHOEydccVv9iRMUTptO4fiJ6OOP4jRlMn47d+D59VfYtWlz3e95MVThYbg+/RR+e3bhvXQxjmPHoj9+jNJnniU3RlTnDNcgGX8lVEFBaB56CL+tW/DdvAmXBx9Arqqm4qOPyevancJp06neuPGWtdMle3s0jz6C364dOI4fj27HTvL6D6D8k0+RdTpGjBhhJXfJycm4uLhw/Phxqq6DgEdHR9OjRw8qKipYv3497dq1s75msck5d+6cNSu8wbokid69e6PRaNi3b59VTHM5ODs706b2d2jz5s3WvwEHBwdiYmLQarUkJSURFhaGj48PSUlJDRJmbLgx2EiiDTbYYMN1wGw2k5CQgJ2d3U2pJi9cuGC1sXFwcKCkpITCwkKUSiWxsbEkJSWhVCoJDQ0lPT0dd3d3dDodUVFRDQUjtVXE+ujUqRMuLi4Nnjt06BCGoiLaLl9Jq59+Qa6owP3dd/BZvxb7i5TNV4Msy5R/9DGlz7+AMjAQn1Urse/Q4bLbmgoKKHn2OQoGDxWt7LFj8Nv5Ox4ffoAq/M/zrZMkScxQfvEZAfFxuL39FqrQUKrmziW//0AKxk+geu26O2p28WKoW0Tj9tqr+B8+iNfcOTgMHYJu9x6K772f3E5dKP/4kz/dKNwCpb8/np99gvfypagaNaLiw4/IHzAI3d59DB8+HF9fXwC0Wi0mk+m6q3HNmzenW7dulJWVsXfvXuvMbk1NjTV3vL4NU33Y29szYMAAJEli69at1FxFqNShQwccHByorKxssLbo6GicnZ05evQoBoOBTp06YTabraItG24cNpJogw022HAdSEtLo7y8nJYtW1qTJm4ECQkJSJJE69atgbpZxMjISEpLS8nNzSUsLIzz589jMpmQJAlJkoi8qBWclZXVoM3m7u5uraxYkJ+fT8669fT49nuCjh/Hvl8//H7fjvPMGTdkySKbzSL67eNPULdqhc/qlaibNrl0O6MR7Q8/ktejF1ULF2HftSu+mzbi+cXnqGqNmm8VFG5uuMy6C59NG/BZvQrHsWPQH4mj+MGHyOvclYrPPsdUWHhL1/BHIKlUOPTpg9cP3+N/cD+a554FoOKjj8nt1IWiBx5CHxd/jaPcHOw7dcJ380ZcX3wBY9YFCidOovjJpxnRoweenp7W7ZKSki7JYr4SWrRoQefOnSkpKSE/P99acbcYuOv1erZs2XLZfb29venWrRtarZYdO3ZccT7REvEHEBcXZ12bSqUiNjbW2iYPDAwkJCSEs2fPNvibseH6YSOJNthggw3XgCzLHD16FLVabW0V3wjy8vLIyckhIiICFxcXKioqyMvLQ5IkOnXqZG0vN2/enOTkZNRq9RUFK3FxcdZ/S5LEyJEjG7xu1Ok48/wLdJ7zG3Y1Nbh98D5ev/6CMvDG8mxlk4nS556n8qefsevcCe8li1DWVpjqQ3/iJAUjRlL2xpso3Nzw/OF7vBYtQN3i9nrUSZKEXft2eH7xOf6HD6J5/jlk2Uz5+x+Q26ETxY8/if4On09TBgTg+vRT+B/cj+fPP2LfvRs169ZRMHIUBaPGCGX0VWxpbgaSnR2aJx7Hb9tW7Hv3onrpUvJ69maIWbZW/yxJK9eL1q1b07FjR0pLS603VFVVVTRq1AiFQsH58+c5Wc8svT6ioqKIiIggMzPzqurk0NBQfHx8kGWZrVu3WgllREQEHh4e1ja5Je/Z4hFqw43BRhJtsMEGG66BjIwMSkpKiI6Ots5X3Qgsw/+Wip+liti0aVMkSSI1NRUPDw8UCgXFxcVWwcrF4picnBzy8vKs33fv3r3BekzFxWSOHkPo1m2U+/vjtGwJLlOn3LARtWw0UvLoY1QtWox93754z/3tktxiWaej7N3/UTB0GIaTSbg8+gi+O7bjOHTINd9PNhoxFRZiPHcOQ3Iyuvh4dEcT0Ccmoj9+HGN6OqbCwpu2ilH6+OD61JP4H9iP53ffYtcuhurlyykYPpL84SOoXrP2jm5FSyoVjoMG4T1/Hr7btwq/w2PHKL7vAfJ69kI7e/afLtRRNW6M19zf8PjmayS1mtKnn6HfuvU41UbqZWRkcP78+es+Xtu2bYmNjaWyshJlrbgpJSXF6tG5d+9esrOzL7tv9+7dcXNz49ChQ1etAFqqiQUFBdYbLYVCQYcOHTCZTMTHx+Pp6UmzZs3IysoiKyvrutdvg4AtceUPwJa4YoMN/3zIsszy5cspLS1l6tSp18w6vhglJSUsWbKE0NBQBg0aRGVlJfPmzQNg5syZnDt3jp07d9K1a1eKi4tJTk7GwcEBpVLJlClTGhhor1mzhpzaOTUPDw8mTKgTj+iPH6fw7nuRc3I4F9seh5dfol1tFeWGztdopOTRx6leuxaHYcPw/PJzpIva64bkZEoefxJDUhLqVq1w//B97C6qsJrLytAdPYp+5y4MKSkYz1/AXFgocp9vhKBJEqhUSPb2KNzcUHh5oQwKRNW0KXatW6Fu0xZlYMA1iakh6RTa2bOpWrYManQoQ0Jwuf8+nCZPQuHsfP3r+Ytgys+ncvavaH+dg1xaisLLC5cH7sf5rpmXEPg/CnNJCaVv/IfqpUuRXVzY8uzTWBwMp06desn869Vw+PDhBnODPj4+ODk5ce7cOZRKJaNHj8bLy+uS/QoLC1m1ahVOTk6MGzfuiiMe27Zt4+zZsyiVSiZNmoSLi0uDPPOJEyeiUChYtGgR3t7ejBo16o5J7/mLcEMnbyOJfwA2kmiDDf98ZGZmsnHjRlq2bEnXrl1veP8dO3aQmppqjSbbvHkzGRkZVtK4YsUKSkpKmDRpEosXL8bR0ZHy8nJiYmLoUE8gYokfs+Cuu+7CvrbKU7V6DSVPPY3ZaOT4sKFo+/Rm/PjxN5wGU58gOg4fjseXnyPVU3HLskzlDz9S9u7/wGRC8+QTaJ54HEmtxpCeQfWKFSLvOSVFkMHLQZLAwQGFk5OwwLG3Q7IT54HJJNqpBgOywQA6HeaaGtDr4WptVoUCydUVZWAg6ujm2Hfpgn2f3qgu8owEMBUVUfnrHCp/mY25uBjJzQ3n6dNwuXsWyoAba8n/FTBXV1O1aBHar7/FlJWF5O6Gy7334nLP3Sjc3f/U96rZ/julL7yIPjeXTf9+GVmhQJIkZsyYcd0VdUurur6ZdocOHUhMTESv1+Po6MiYMWMuSzxPnjzJ3r17CQ8Pp1+/fpcld1qtloULF2I2mwkKCmLo0KFIkmSNugwPD6d///7s2bOHpKQkBg4cSONbPCd7h8NGEm8XbCTRBhv+2ZBlmVWrVlFYWMjkyZNvqIIC4gNswYIF+Pv7M2LECKqrq5k7dy6yLDNt2jSqq6tZvnw5kZGR+Pn5sWvXLry8vCgqKmLy5MnWmTBomLPbs2dPoqKikGUZ7VdfU/7u/zB5erJ/7GjKg4MZP348Hh5XNri+7LmaTJQ89jjVq9dcliCaS0pE4smWrSjDwvD47FNkrZbK2bPR7T+AfJGwQXJxQRkSgl2rlqjbtUPduhXqsDAU9c7phtan02EqLMKYnoYh6RTGU8kY09MwZmVhLiqGy7Wm7dQo/f1Rt2yJQ7++OAwditIyZ1ddTdWy5Wi/+x5jWhqo1TiOGoXmwQdQRze/9Fh3GGS9nqply6n48ktMGeeQXFxwnnUXLg8+gLKe6OSPwlxRQfnb75C5YwcH7rkbALVazYwZM67bTF6WZbZs2UJGRgYgBCYdO3Zk3759gKiKjxw50nrTc7n9evTocYlfqAWHDh2yjnRY/jYANm7cSGZmJmPGjMHZ2ZkFCxbg5ubGuHHj/j9XE/9/kERJkoYArwNtgXJgJfCiLMslta/3BN6rfb0EmAe8Jstydb1jNAI+BfoDMrAZeEaW5esavLCRRBts+GcjKyuLdevW0bx5c3r06HHD++/bt48TJ04wZMgQQkJC2L59O2fOnCEoKIhhw4axe/duTp06xejRo9m3bx9FRUWYzWYCAgIYPny49TgFBQWsWLECED5x06ZNQzYaKX35FarmzUfRrBlbhw2h2tWV2NjYBh511wPZbKb0+ReoWrgIh6FD8fz6ywYE0ZLvbMrKwq5/PxR2duh27GxQLZTc3bHvEIvDsGE49u+H4gZJ6h+FWa/HEB9PzY4d6OMTMJ45g7mw8JIKpOTsjKppU+x7dMdp0kRUjRtTs3Ub2u+/R7//AAD2PXvg8uAD2PfqdceTCdlopHrVaio+/wLjmTNILi643H8fLg/cf9OE/HLQ7dvPhvXryW8UAoCjnT3TZs647mq12Wxm0aJFViVykyZNqKqqso5PBAYGMmTIEOv8ovV9dTqWLVtGdXU1Y8aMaaC6tkCv1zN//nwMBgMqlYoJEybg4uJCcXExS5cutf69HTx4kMTERPr27UvTpk3/yOX4O+OGfqH/lsIVSZLGA0uA+UBrYDwQCWyTJMlOkqR2wCYE6WsJTAB6AgvrHcMF2IEghz2ArkAlsEuSpNv7v5sNNthwR+Lo0aNIknSJxcz1oKamhuTkZLy8vAgODkav13P27FlADObr9XrOnDmDt7c3SqWS/Px8PD09kWX5EsHK5s2brf8eM2YMcnU1xfc/QNW8+dj37kXcQw9Q7eqKu7s7bdu2vaF1yrJM2Rv/EdY1fXrj+dUXDQhi5YKFFIwdhykvD8nLE/3WbdSs34BcVYUiIADnhx/C98B+Ak8ex2v2LzhPGH/bCSKAwhKH969/4bN4IQHxRwjKzMB31w40LzyPXZcuKDw9kSsrMSQmov3yK/J79CK7aTPK338fu7Zt8fjxRxxHjUS3dx9F02aQ338AVUuXidb3HQpJpcJp3Fh8t2/F4+uvUPr5UfHJp+R26UrFV1//aQIX+65d6P7gAyDLIMtU63Us+uUXa2b4taBQKBgxYoSVdJ89e9ZK1BwcHMjOzmbnzp2X2N7Y29vTr18/zGYz27Ztu6zHop2dHe3bt0eWZQwGA3v27EGWZTw9PYmIiLCKVtq0aYNarebIkSPXve7/7/hbkkTgfeAVWZY/l2U5VZblXcBQwBtBCN8A5sqy/Losy2dlWd5b+3oPSZIG1R7jAaAGmCzLcqIsyyeBu4FM4IXbfD422GDDHYbc3Fyys7OJiIho0Pa9XiQlJWE0GmnTpg2SJHHo0CFkWcbX1xc3NzfOnDmDwWCgefPmpKSkAIJY2tnZNZiZyszMpLKyEhCeig5GI4UzZlKzeQuOY8dS8cbrZNdmMw8cOPCG5xArPvmUyp9+wq5zJzx/+N4qUpENBkpeepnS554XQhOjEbmoGBwdcZo8Cd/9ewk4cgj3f7+COiT4Gu/y10HdpAmuTz6Bz9LFBBxPJOBcOp4//ojj6NEog4PBYMB4KhntN99Sct991Gzegrp5c+y6dMZ0/jwlTz5FXo9eVM75DfkqBs9/NSSlEqfaHG73jz9E4aKh/J13yevaHe1PP9+0Urw+vENCaBoRIeZKZZkKk4nln36Gsaj4uvZ3cXGxqptBiFpatGhBTU0NXl5enDlzhiNHjlyyn5+fnzXf+UrRftHR0Wg0GhQKBZmZmaSlpQEQGxuLQqHg0KFD2Nvb07p1a8rLy0lNTb2JK/D/DzeWTn8HQJIkb8AXWFz/eVmWKyVJOgi0AAYB3S56vUiSpHnAJESVcQTwsyzLhnrbyJIkfQ58ALx0S0/EBhtsuKNhUWTeaGUOhHHwyZMncXFxITw8HKPRaLXo6N69O7Isc+rUKdRqNY0bN+bQoUNoNBoqKipo0aJFg1kvSxVRoVDQrWVLCidOxnD8OM733ovzv19m9fz5ALRq1Qr3GxQuVC5cSMVHH6Nu1Qqv2b+gqFVum4qKyB86HPOFC2JDWUYZEoLm6adwGj/uqnnN14JcXY0pPx9Tfj7mwiLxtaREiFbMZlGpqv0qKRRInp4ofX1R+vmi8PJC4eqKws3tunKfLweFSoXjkEE4DhH1ArPZjG7XHqqXLEZ34CDmvDwM9UQWkrMzprw8Sl96mfJPPsXlwftxnjHjjlVESyoVzpMm4TRmDJXzF1Dx+eeUvfY62h9/wvWlf+E4YvgfaqG3b9+es2fP4qbRUFpeTrGLM+s+/IBB/Qfg0K/vNfe3ZJRXVFRQU1NDRUUFjo6OVFRU4O3tzdGjR3Fxcblk/rBNmzZkZ2eTkpJCUFDQJe1ipVJJhw4d2L59O0qlkn379hEUFIRGoyE6OpoTJ06Qnp5Oq1atOHHiBHFxcTRt2vS65yr/v+Jvd3VkWS4ELpkel8RvfQvgGKAEEi+z+0Hg6dp/RwP/vcI2YZIkaWRZvj6LeRtssOEfhYKCAs6fP094ePgNEy+A1NRUqqur6dKlCwqFgri4OMxmMx4eHnh7e5Ofn09RURHR0dFkZWWh0+lwc3OjoqKiQcLKwYMHrW2xfu3aUTRpMsZTyWieexbNU0+yd+9e9Ho9Dg4OdLyBqD2Amh07KH3hXyiDg/GaM9tqo1Lxww+U/+ctQdQAVdMmuL37Dg43qOw25eWhjz9Kza5dGE+dwnj+vBCY/FmtW5UKydkZhYcHSl8flIFBqCKaYtehA3Zt21w3iVMoFDj27olj756AmG2sXrGSqmXLMSQkINdWcQHM+fmU//dtKj76BJeHHhSK4r+gtX49kOzscJl1F06TJlL58y9UfPElJQ8/gvaHH3F77d9XjFa8Ftzc3GjWrBkpKSm0rCVceWFh7Jg/n06bNuP2+qtXvfZKpZKuXbuyadMmQFTKIyIiOH36NB4eHuh0Ovbs2YOzszONGjWqOx9Jok+fPixdupTdu3fj4+Nj9RO1oEmTJhw7doyioiKqq6s5cOAAvXv3JiYmhpSUFA4fPkzjxo2JiYnhwIEDnDp1ilatWt3Udfj/gr8dSbwKHgZcge3AU/UrhPWQh2hJA3gAl3PptDjVegM2kmiDDf8PYakixsTE3PC+ZrOZ48ePY29vT1RUlPV7gC5dugCiFQ0iYWXfvn1WE21vb2+8vcV/UXq9nsREca+r0etxevZ5jKmpuP77FTQPP0RJSYn1OP369btk4P9q0J84SfEDDyFpXPCaOwelry/6M2comjIVc7YQEkju7nj+/BMOna6PfBrT06nesIHqTZsxnkxCrq6+/IZ2dkguLig8PFC4uaJwdUVydUNSKUFSgEICSUKSFMgmI3J5BebycszaCmRtJXJ1NXJVlXiUlWEqK8OUkQFclM+rVqNwc0MZGICqWTPsO3fBoX9flD4+Vz0PhZ0dzpMm4jxpIgCGtDS0P/2MbstWTLVmzHJVFRUff0LFp59h37077h9+gCoo8Lqu0+2GwtERzaOP4DR5EhWffkblnN8oHD0Wh6FDcHvppZvK1I6JiSE1NZWioiLatm1LQkICmR074LhlK5EDB+H59VfYXWWOt1GjRgQFBVnNrS0E8fTp0wwYMIBdu3axdetWRo4caf17AHB0dKRv376sW7eObdu2MWrUqAa/95YEo3Xr1uHk5ERqaipNmzYlODiY1q1bExcXR0pKCtHR0Rw7doyEhASioqKs0YE2XIp/BEmUJGkgYk5xaO1TV5JsSxe9drntpCu9JknSM8Azlu8feOABbOpmG2z4Z6GoqIiMjAwaN258WZPfa+HcuXOUlZXRtm1b1Go1J06cwGg04uzsTHBwMDqdjrNnz+Lr64tKpSInJwcfHx8KCgoaVBFXr14NgJ1WS8/lKzCmZ+D2+mu4PHC/NYoM6j5wrxfGrGyK7roL2WDAe85sVI0bU/zMs1Qvqpvgcb7vHtzffPOqx5FlGf3hw1T+OoeaHTuRS0sbbuDogCq0MXZt22DXqRPq6GhU4WEoLooZ/CMwV1djysoSZt2nT2NMScWYloYpJxdzWRnmwkLMhYUYjh2neukysZNKhcLLE1VYGHbtY3EcMQy7q1ST1OHheLz9Frz9FqbKSqp+m0vlkiWYUlLBbEa3axd5HTuh8PbG5cnHcZk5E+kObGEqvbxw/+9/cJ41i/J336Vm/QZqNm/BeeYMNE8/dUO2Oa6urtZqYvv27amqqiI1NZWUgQNwXLES06gxuP7rRVweuP+yWeGSJNGlSxeWLVuGWq1Gr9dTVjtXm5iYyKBBg1i3bh0bNmxg9OjRaOqZhQcFBRETE8PRo0c5fPgwnTt3bnDsoKAgQkJCOH/+PEqlkt27dzN+/Hhat25NUlIScXFxRERE0K5dO/bs2cOJEydu6mbw/wvuvN/kG4QkSZ2BpcDDsizvkiSpOeAmSZJSluWL3Vd9AUvSewlwuU8ASzhp0cUvyLL8MfCx5fstW7b8Pf2DbLDBhivij1QRAY4dO4ZCoaBly5bIskx8fDyAtR185swZTCYTUVFR1jlFo9GIUqm0zlmdO3eO4uJiVNXVdJ2/EHJycHvzDVzuuxcQ8WYlJSUolUp69+593Wszl5VRNGMG5tw8PL7+EpRKctrEINd+QKNW47VwAQ6dr5zUYsjIQPv1N1SvXtPQG9HRAbu2MTgMHYLjwAGogm+9mEXh6IiiaVPUV7AzMVVWYoiLR7dvH4aEBAxn0zAXFGDOy0efl4/+wEG0X30FCgUKb29UUZE4dO+Ow4jhqOu1Oi1QOjujeehBNA89iGwwULl4CdqvvsZ07hzmwkLKX32d8tfeQN2uHZonHsPhCgbQfyXUTcLx+vEHdIcOUfaf/1L58y9ULVmK5onHcbn3HqSLvAqvBEs1MS4ujhEjRqDVasnOziZhzGhcHDfBf99Ct3s3Hp9+ctnqraenJ5GRkSQnJ6NQKDCbzSgUCvLz8ykrK6NPnz5s3bqVDRs2MGrUqAYeiu3btycrK4tjx44REhJyyU1Sx44dOX/+PC4uLpSVlXHkyBG6dOlCTEyM1ZaqVatWJCYmkpiYSHR09CUejTYI/F3VzQBIktQGWA+8Ksvyb7VPnwVMiPnEi9GRulnFJOBy9fCOQJptHtEGG/7/oaSkhLS0NBo1aoTPNdqSl0Nubi55eXk0a9YMJycnzp49S01NDfb29jRt2hRZlklOTkatVhMWFkZqairOzs6UlJQQFhaGvb09ZrOZLVu2oNTp6DhvAc45Obi+9C8rQdTr9VYT4s6dO19/8oVeT/H9D2JMSUXz8kvodu2hcPTYOoLo5YnvhnWXJYiy2UzV+g3k9e1PfrceVM2bj1xRgeTqitOkSXivXU1gago+Sxejuefu20IQrwdKZ2ccevbA7V8v4r1wAQGHDxKUkYZ/0gk8vvoCx3HjUDZtAnZ2mPPz0e/aTfk775LfpRtZoWHkdupC0SOPUr1p0yU2OJJajcu0qfjv20PA2dM4Tp0KdnYgyxji4ii+626yIyIpfuxxDOcy/6IrcGXYd+yIz5rVeHz9FQoPD8rffoe8vv2o3rL1uvZ3dXUlIiKCnJwcsrOzGT58uNXAfe/gQZinT0O3Yyf5/QdSs3PnZY8RGxuLSqWyRu6ZzWYkSeLAgQMEBQXRpUsXSktL2bJlSwPLGoVCQd++fVGr1ezYsYOai1TnXl5eNGvWjLKyMtzd3Tlx4gT5+fk0b94cjUZDQkICRqOR9u3bo9frOXbs2M1cwv8X+NuSREmSIhE+iJ/KsvyZ5XlZlvW1z8+6aHsPYCp1XolrgJmSJF18DR6tt40NNtjw/wiWKuKNmlFbYJkhbN26NbIsc+jQIUAopCVJorCwkKKiIpo2bUp2djbV1dXWVprFG3HHjh2g1xO7cDEeWVm4PPYomscetb7Hrl27MBqNuLu7Ex0dfV3rkmWZ0pdfQbd3L47jxorq0cKFwsoEUDQKwW/tGtQXKUploxHtTz+R06o1Jfc/gDElBVQq7Pv3w3vlCgKSTuDx8YfYx8Rctq14p0Lp5obT6NF4fv4p/jt3EHT2NP7HEoRAZ9AglLWVKdOFC9SsWk3xPfeRHdaEnLbtKLr7XiqXLWvgP6hwcMDzg/cIPJOK24cfIFnELNXVVK9YSX7XbuR27krFTz/dUTY6kiThNGokfju24/ryS5jzCyiedTeFM+7CcDbtmvu3a9cOSZKs1fJx48bh4OCADGyKaIrT558i63QUTZ1O2VtvI+v1DfZ3cnKibdu21NTU4OjoiCRJyLKMTqfj4MGDtGrViujoaLKzs9m7d28DD0VXV1e6du1KZWUlu3fvvsRfsX379lY7KEmS2LVrF5IkNSCGTZs2xd3dnePHj1N9pRna/+f4+/xV14MkSY2BrQgrm+8lSfKv93BH+CQ+KEnS85IkhdW2pNcCe2RZ3lJ7mO8BT+AXSZJaSJLUXJKkH4BwhAWODTbY8P8IZWVlnD17lqCgIHx9fa+9w0UoLS3l3LlzhIaG4u7uTlZWFlqtFpVKRcuWLQE4deoUgLXVLEkSpaWlaDQaAgICKC0t5WxKCu2WLMU7IwPFxAm4/utF63sUFBRY/d8GDhx43a3Myjm/UbVgIcrISKpXrcKcm4vk6iqsbUIb4bN0Kap67VXZZKLim2/JadGKstfeQC4tQ/LwwPWF5wlIOoH3r7Ox7xB7x7VS/wiUXl64zJyB188/4n/oAEHn0vHdtQOXxx5D3aoVkr095oICajZvpvSJp8iJiCSnbQxF995vrTRKSiUuUyYTkBCP+4cfoLCILiQJ0/nzlL/2BtmRzSm6514MtcbqdwIke3s0jz6C3+6dOI4di277dvL79afsnXcxa7VX3M9STczOziYnJweFQsGUKVNQKpWYzWZWVVTgtWEd6pgYtN98S8GYsRhro/ksaNWqFU5OTphMJmRZtnqSJicnk5+fT9euXQkKCuLUqVMN8p8BmjVrRnh4OOnp6Zf4Hlqsb0pLSwkNDaW4uLgBMTxx4gQ6nY7Y2FiMRqP1BtGGhvjbkURJkgIQBDEYmAHkXPSYLctyPELEMhbRVl4J7AemWI4jy7IW6I2w09mPsL7xAHrJslx6W07GBhtsuGNw9OhRZFmmffv2N7W/pWVlSWc5cEBEvEVHR6NUKjEYDJw9exYvLy8cHBw4f/483t7e1NTUEBkZiSRJrF29mjYrV+GXepr82Fj8P/rQSsRkWWbbtm3WY16vNY/u0CHKXn0NnJwwpaSA0YS6dSvk8nKUoY3wXrLEqsyVZZmq1avJbRND+VtvI2u1KPz9cf/qSwKOJ6J58ok/5g8oy1BVDPlJkLETUtbA8QUQ9yMc+R4OfwtHvoNj8yB5NaT/DllHoDAVKgvE/rcR6iZNcHvpRXw3rifw7Gn8DuxD8/xzqNvFIDk6Yi4opGbjRmulMbdrd0rfeBNjZibOUybjd2Afrv96EcmS+e3gAEYjNZs2k9+zN3k9elG1apXwh7wDoPT3x/OLz/BeuRx1s2Zov/qavF69qVq+4pJKnQUxMTFIkkRcXBwgcp0nTZqEJEno9XqWHziA9/KluDz2KIbEY+QPGkLVypXW/dVqNR06dECv1+Ph4UF5ebn1Jm3jxo0A9O/fH3d3dw4cOEBmZl3rXpIkunfvjrOzM/v27bOKX+qvTa1WU1RUhKurK3FxcWi1WmJjYzEYDCQmJhIWFoa3tzdJSUlor0KI/7/ib5vdfCfAlt1sgw3/DJSXl7No0SL8/f0ZMWLEDe9fVVXF/Pnz8fHxYdSoUdasZUmSmDlzJvb29iQnJ7Nr1y66detGTU0NcXFx+Pr6kp+fz9SpU8lIT6f85X8TGh9PblQkQXN+xb/eQP6pU6fYvXs3arWamTNnXpfljSk7h9zBQ6C4WBAspRKnCeOpWrjoEoJoOH2a4nvuw1hbqVR4e+P27js4Dhl84xVDox4KkiA3AfISoeg0FJ+B0nQw6a+5+xWhtAe3RuAeKr66hYJHOPi2BJ/moLq94gNjZiaVCxdSs2kLxjNnRDJNLSQXF+w6d8J5xgzUrVqi/fobKn+dAwYDiqAgzIUFoBPXQtJocJ51F5onHv9T1d9/BLLJRNX8BZT97z3k0lLsOnTA7a3/YFdbFa+PHTt2kJqayogRIwgICAAgPz+flbVk0N/fn5EjR1Kzew8lTzyJOT8f57tm4vb6a6JCazazYsUKqxjLzs4OSZLQarWEhIQwZMgQysrKWLlyJWazmVGjRjXIcLZkrPv6+jJy5MgGqUNHjhwhPj6eVq1acfz4cUJCQhg0aBArVqygtLSUyZMnU1xczIYNG4iKiqJnz5639sL+9bihP2YbSfwDsJFEG2z4Z2DXrl0kJyczbNiwG7KTseDQoUMkJCQwYMAAwsLCWL16Nbm5uURERNCnTx8AVq5cSVFREdOmTWP58uWYzWaqq6sJDAxk8ODB7Jp5F8127KQgPJzTDz/IhKlTrcc3mUz8+uuvGI1G+vbte0naxOUg19SQN3wEplNCQS25ueHy0ANUvP8hypAQvJcuRhUUhFxTQ8nLr1C9eIlIOXFywvVfL+J896zrnzPUV0PqGji9Hi4chOLT0MBcQgKVoyBxKntQOYDaCezdwNEDHD3BwQPsXcHBDezdQakGQyXoykFXAdVFUHYeys5B6TnxWn1ISvBqBn6twLcVBMRAcGdwunEbo5uBbDKh27+fyrnz0O/dh7m4XlSdSoW6TRschg7BcOgwNZs2ITk4YNetK/rjJ5Dz88V2ajWOo0fh+uqrqLyu35LmVsJcUkL5hx9ROUdoQ53vnoXr889ZzddBjGosXryYwMBAhg0bZn0+LS3NatVk+Vsw5edT/Ojj6PftQ922DZ7ffYsqOJgLFy6wfv16qx1U8+bNSU5ORpZlOnbsSNu2bcnOzmbdunW4uLgwevRoHGsTgkBU7o8dO0a7du0aRP/p9XoWLFiASqXC39+fs2fP0r9/f5RKJZs2bSI6Oppu3bqxZs0a8vLymDRp0k3FcP6NcEMk8W9vgWODDTbY8Eeg1WpJTU3Fz8+PwMAbN0Q2GAycOnUKNzc3QkNDKSsrIzc3F4AOtakWxcXF5Ofn06xZMwoLC9FqtQTXfjBGRkZy5PU3aLZjJ2X+/sRNHM+Qi2xt9u7di9FoxMPD4/oIoixTeO99VoKoim6O86xZlL34rwYEsWb3HoofeBC5vBwAx/HjcP/fu9Z4viscHEozIG0rnFgIuYmCwF0REqgdRRVQqQazEWpKQZsHxquIBVQO4NkUPCME+QvuDB0eBZ9oUCjFMUrPCUKadxzyj4uvJ5fAyXqprV6RENIFQrqKh3dzuAUiG0mpFPY53bsDYMzJoXL2r1SvWYvp3DkMcXEY4uJAqUTZpAlypRbdtu0oQ0JwfPYZqtdvwHTqFNVLllK9dBn2/frh9vZ/Uf/FSnGFhwfub7+F89SplL78CpU//Uz12rW4vfGGNeLPzc2Npk2bcvr0aXJzc/H39wcgPDycDh06cPjwYU6fPo27uzsxMTF4L5hH+Ycfof3iS/IHDcbz888J7tfX6m/o5uZGcnIyrVu3JjExkUOHDuHq6kp4eDg9evRg165dbN68meHDh1sr6h06dCArK4ujR48SHBxsXYOdnZ01YcXd3R17e3v27dvHhAkT8PX1JTk5mTZt2hAbG8vatWuJj4+/IVupfzpslcQ/AFsl0QYb/v7Ys2cPSUlJDBkyhJCQkBve//jx4+zfv5/u3bsTHR3N5s2bycjIIDg4mKFDhb+/xZtt5MiRnDx5krNnz+Lu7k5lZSVDPb3QP/Y4NRoN++69G7vAQKZMsY5PU1FRwYIFCwCYOHHidc0iFj3yGDWrVgHgMHIETuPHU3z3PSj9/fFevhSltzfFTz9Dzeo1ACgbNcLzl5+xi4q8/AGrS+DsFji9QVQMLyaFdq7gXUvGgjqBe2Nw8RcVQnvXK5MyQ404VlURVBWKf2tzRWu6KFW0qUvTQa43s6dyFFXCwA4QGAvBnQSZtLTEdVooOAnZR+D8fji/TxzDAkcvCOsL4f3FwzP8mtfzj8JcWkrlwkVULVqM8fTputlKhUKs22TCvlcvXB5+EO3X36Dbvce6jV23brh/8B7q0NBbvs5rQTabqVq4iLK330YuLcO+V0/c334LVVjYFauJADt37iQlJQXAWm0HqNm6jeInn0QuLUPzxOMY7r2H5StW4OnpSVFREQEBAeh0OoqLi1EoFAwbNoyAgABr1TAiIoLevXtbxyFKSkpYvnw5Tk5OjBs3zmqtYzQaWbRokdX2Zt++fbRo0YLQ0FDWr19PZGQkvXr1Ys2aNeTm5jJx4sRLIv/+QbC1m28XbCTRBhv+3qisrGThwoV4enoyevToG569M5vNLFy4EJPJxJQpU9Dr9cydOxcQdiBeXl4YjUbmzZuHo6MjI0eOZN68eXh4eFBYWEhrBwcCXn8TWaFg3713o/X2bvAhCrB8+XIKCwtp0qQJ/fr1u+aaip98ypou4vzQgzgNG0bhxElgb4/PqhWg11M4aYpohyoUuDz+OK7PPXNpa7m6BE6tgKQlompoNjZ83acFtJ4O7e4H51vY0jXqBcnLryV+2YfF15rSum00gdC4NzTuA2F9xJxi/Z9lRS5cOADn90LGDsiOwxqq5d5YkMWmg6HJQLCva6PeCpjLy6mcN4/KufNr4wTrQanE5YnHcZo8ifLX36Bm02YrWbTv2RP3D95HFXzj4xB/NkxFRZS/9TZVi5eAvT2axx9D88jD7Ni3j9OnTzNy5EhrJc8CywgG1P1tABjPn6f4wYcwJB7Dvls3Tt53Dym1N1kXLlygffv2xMXFIUkSarWaUaNG4ebmxubNm8nMzLS2oi04efIke/fubTDqAcKAfufOncTExJCTk0Nubi6jRo3i0KFDVmJYWVnJ2rVradas2T+5mmgjibcLNpJogw1/b1gqfIMGDSL0Jio1Z86cYfv27cTGxtKuXTvrbKO3tzdjx45tsE3nzp1RKpXs3buXoKAgipKS6P3rb1BezsEZ0ykJbYSDgwMzZ860Hj8zM5ONGzeiVCqZOXPmNTNmi598muqlSwHQvPA8jsOGUTh6DHJ1Nd6LF1Gzfz8V/3tPWN8EBeG1cD7q8HqVNLMZMn6H+J/g1HIw6WiQZuoaAh0fhTZ3gcb/kve/BDXloipYkQUVOaJKWFMKujIxZ2g2CPJpNomWtNoJ1M7iq50z2GnANQhcg+seKntBnIrPCsJ4fp8gfvn17FFcQyC8H0QMFcTP4aKqUFWxOM+0reJRfEY8r1ALshk5ApqNAI/G1z7HPwBTTg7a776natnyhjOMDva4PvcsjqNHU/b6m9SsXy/OWZKwHzQQj/+9e80M6tsB3YEDlL70CsbUVJRhYSjeeI1V6emXrSbKssyCBQvQarVIksS0adNwqhXpyDodZa+/QeVvc9GHNeb3WXfh5OKCTqdDoVAQEhJCamoqkiTh4uLCqFGjUKlUrF69muLi4gY3VrIss2nTJjIzM+nXrx9NmjQBxA3d0qVL0Wq1DBkyhLVr1+Lp6UmXLl1Yu3YtTZs2pW/fvqxdu5acnJx/cjXRRhJvF2wk0QYb/r6oqqpiwYIFuLu7M3bs2BuuIsqyzPLlyykrK2Pq1KlIksRvv/2G2Wxm+PDh1vlGy0D89OnTWb9+PWVlZdjpdHT4/kec8/KIHzeWwpi2GAwGunbtavVUlGWZOXPmoNPp6NatGy1aXC5Eqg5F9z8oyATgfP+9aB56iIJRYzDl5OD53Tdof/wZfa0tj+PECXh8+AGSRSGtr4TEOXDgU9HmBSEkqSkR/24yELo8A+EDRIvUZIDKfPGoKRPiksJkKDkr5gTLzglSqCvjqpCUoFCBpABjDVYyejU4+Qh1s2/Lhg+FCs7tFuQv/XcoFJ6UKFTQqDtEDBOk0ad5wyojQEkGnF4nLHkyfq9TYPu0gOZjIHqCEMTcQl9IXXw85e+9j37vvrp2tFqN07SpON01E+37H1KzcaN4TaHAadJE3N58449ZEv0JkPV6tN//QMUnnyLX1HD8icfI9PC4bDXRZDIxZ84cDAbDZVX6VcuWU/riv0jt2IHU3r1o2rQpZ86cISoqivT0dMxmMwaDAV9fX4YPH051dTUrV67EYDAwcuRIvGt9Kaurq1m6dCkmk4nx48fjUmtBlJ6ezpYtW2jZsiUqlYqEhAQ6d+5MVlYW58+fZ/z48eh0OtasWXNJJfIfBBtJvF2wkUQbbPj7wjLXdHF793phUWO2aNGCbt26WRXOGo2GyZMnI0kSZWVlLFq0iPDwcGJiYli2bBlBvr4Ef/AR3hkZnBrQn/RuXZFlGZVKxd13320lq4cPH+bo0aO4uLgwtZ7S+XIonD4D3e87ALDr1QvPb76icNwEjKdO4frKy2i/+x5zYSHY2eH53Tc4DhwodqwuEcTw4BeCENq7grOfEIMgQeRI0Yq1kMDiM4IIVubf8PVCUogZRU2gqAi6NxYiFN9WgoA5uAuiaKgSpNVQJUhmeRaUX4Dy87VfL4gqojan4fEd3MG/LQR3gUbdxHuc3y/IX9q2OpGMRxOIHgfNx0FQh0uJn04LaVsgda14WM7VqxlEjxcP/7a3jDCatVrK3/kflXPngqlOIW7XvTtO991D1fc/oN+3Xzxpb4/mmWfQPPxgHeH/i2A8f57SV16lKCGBnY88RICdPcPvnnXJzVdVVRXz5s1DluUGfysWGFJSyH/wYbYOH4rs5ISrnx9FxcXExMQQHx9vVT+HhYXRv39/8vPzWbNmDc7OzowZM8YaU3nu3Dk2bdpEcHAwQ4YMsaa5WFwGxo0bx8aNG6murqZ///5s3LiRxo0bM3DgQNatW0d2djYTJky4bj/SvxFsJPF2wUYSbbDh74mamhrmz5+PRqNh/PjxN5Ucsn79erKyspg0aRJOTk7MmTMHo9HYoMV18OBBEhMTGTp0KJmZmZw4fpyO23/HZ89eMmJjOTl0MC4aDVqtljZt2tCpk8hN1uv1/Prrr8iyzJgxY66aI10wZSr6XbsBUAQF4bthHcUPPoR+/wEcx4+jetUqMBhRBAbis2YVKn9/Uf3b/7EgiLpycA8XvoPndgKyaNeaDaI9XB8O7qIlqyuvbUUDkgo8wgTh82omqnyOXoLw6bWivVx+HkozRdtZmysEKvJFBtKOnsL30D0MAtuL6p9XhKhoqi+TT11VLAQqecdFqzn/uPBl1NczRPaOEorm4M6gcoIL+yF5pVgHCCLZfKwgjI26CdV0fZhNkLlHKKZPLau7Hh5NoNVUaDNDrPEWwKzTUfbKv6la0DAlVtUsAqcZM6ma+xvGFFH1VXh54f7hBzgO/Gs/j2RZpnrNWn7fuZOsyGb0iounySsvN0jzASgsLGT58uUABAUFXdKaNpeVcfQ/bxEXGUFIZibnGzXC398fg8FAcXExQUFBXLhwgbZt29KxY0erB2lgYCBDhw61+iRaBDM9evSgeW3kpMVT0ZLWsnHjRsLDwzGbzWRkZDBmzBhMJhOrV6+2tqD/YbCRxNsFG0m0wYa/JyxVv/qE7kZQVFTEsmXLrGKSY8eOceDAARwcHJg+fToKhQKz2cy8efNQqVRMmDCB+fPn0/jgIZqsXEVheDiHpk3B3smJmpoaFAoFs2bNQqUSrmQbN24kMzPzsh+gFsiyTOGkKej37hVVLZUK7zWrqfz+e6qXr8AuNhb9kSMA2Pfri9dPPyIpgCPfwo43BVHzjBAWMWlb6kifBT7Roipn7wbFqZCxC/TCKgffltB0CEQMESRMoRZt6oKTUHBKVB3LzkFZpqgENvBMvAlIKiEocfIBR3cxq+jgXuur6C4IpkIlWrE1JaLaWJpxadXTK1K0zD2biPUlr6pTPmsCBfFrNQ3821xaKTSbxfxj0hJBGi2VzKBOgiy2mATO3n/sPC8DffxRih95BNP5C2JNtZ/ZioAAHEeOoHr5CswFBQCoW7bA4+uvUN/E7/SfieJz51i6cSM+Z8/SaflKNM8/h8u99yCp6lz3zp49a00QatmyJV27dm1wDJPBwLIffqAcCEhLI6tZM9q1a0d8fDxBQUEYDAby8/Pp2bMnUVFRVpeC+sfS6/UsXbqUmpoaxo8fb/U/XLduHVlZWYwfP57Dhw9z7tw5evTowe7du63m3f/gaqKNJN4u2EiiDTb8/aDT6Zg/fz7Ozs6MHz++QTrD9WL79u2cOXOGsWPH4unpyW+//YZOp2swU2iZf+rQoQPu7u4c/fZbOs5bQKWnB3vvvQejo6O1dVZ//qm0tJTFixcjSRIzZsywts8uhrXFrFCA2YzbO28jV1RQ/u7/UAQEYM4RJMblmadxe/YZSF0Pm54WZM7ZT/gFnt8P5lpyaO8mWqkRQ0QLOHklxP9Y23oG/GOgxUSxjYsfZNYqhbMOCrWwvqLhAu00gsSpHevmDpFAaSc8EFUOtbOI1aCvEkTSqBdEtKastj18iz+f1M7g7CvEMPVnKN3DodVkody+nHjFbIL07ZD4mxD4GCrFOUYMhdYzoNnwy1c/bxLmykrKXn9DVBUdHARh1demtXh6YtepI7pt28VzkoTT1Cm4/+dNpCv87twOWP5Geqxbj+uRONRtWuPxwQeoW0Rbt7GkoQANqn0WWEY6/JNTKGoUgsrZmcDwcM6ePUvv3r2tMXtDhw7F39+fdevWkZubS+/evWnWrBlQVzkMCAhg+HDh62hJgwkNDaVr164sXrwYjUaDp6cnaWlpjBw5EkmSWLVq1XW7CvyNYDPTtsEGG2y4Eo4dO4bBYCAmJuamCKJWq+Xs2bMEBgbi7e1NSkoKOp0OlUpFVFSUdbvk5GQkSSIyMpKDixbRbskyTA4OHJkyGaOjI/7+/lZLEEubGbAmVERHR1+RIBY/+pggiCoVGI04DBuGws+Pklf+LTKFc3JAqcDjyy9x6tUWFo6F5BXC0No9TFTPKvPEwfzawuCPIbQXFKXA/k9g+QxB0px8hGClzSzx0ZK6FlbeJVJVLNVBhVqokVWODc2x9RWXEsebgcoR7FxEK1hfWe+Ykqj+OfsJkldVBOWZtQKYenDwENs5eYHaRVRMK7LFQ1fW0EPRgtI02P2OeKichJdiUEfway2qkd6RwmuxyQDQfyOsgo79Jq5PympR3WwxEdrdJ7wc/+D8osLZGY8PP8Chb19Knn8BubQUdft2GFJSkYuL0W3YiOTpiapRCIaERKrmzad61WrcP/oAp+HD/9B73yxiYmI4c+YMGQ/cT9eOHdF+9z35Q4bi8vBDuD71JJKjI7GxsRQVFXHu3Dl2796Nu7u7NdYPIDg4WBhsA00TEjnTtg0kJqJ2dyc+Pp4BAwawdu1atmzZwqhRo+jfvz8rVqxg9+7deHh44OPjQ1BQENHR0SQlJXHixAlatWqFr68vYWFhpKen07ZtW2JiYjhy5AiNGjVCkiSOHDnC8OHDCQ4O5uzZs7Rr1w4PD4+/5Dr+1bBVEv8AbJVEG2z4e6GmpoYFCxbg5OTEhAkTbook7t+/n+PHjzNkyBCCg4OZP38+lZWVxMTEWBNWtFot8+fPF5WKli3JGTwUp9JSDk2dQmGTcCRJIjQ09BLT7fPnz7NhwwZUKhWzZs267PpKXn6Fql/ngFIJCgXKgAA8PvuEomkzkHU6IXZwcMB7+VLsq3fCtpdFpctK4motbVwbwdi50LiHqATufkdUxUAQok5PgE9L0V49sVC0bkEokqFhC9lOUzuTGCEEKW6hwky7plTMCebEQdbhhlF6Tj5CsOLTQswyOrgJwmnUQVWBaBNXZAlD7aLUS5XSkkqch2UdmiAhSGnUXZh7F54SudG5CSJHun5mtJO3mFP0ay2qgnnHRFXUQnI1QaK9bTH5vlxFU2kvztc7qlZ801oQ1vN74dhc8d4gKrDtHxCtbIc/Hvdmys2l5Imn0O3di7p1Kxz69UP708/W1By8vVBIiroWdExbPL//DtVNpAn9UWzdupW0tDTGjh2La24upc+9gOH4cVTh4bh//BH2HUR83pIlSygpKUGSJKZOnYpzPcV2cXExy5Ytw9fLi5qzaZS7ONMk8zxnwhrTsWNHfHx8WL9+vdUap7KyktWrV+Pg4MCYMWNwcnLCYDCwbNkyKisrGTduHO7u7pSWlrJkyRL8/f0ZPHgwy5Yto6qqipCQENLT0xk2bBhqtZqVK1f+06qJtnbz7YKNJNpgw98LllnE680/vhiWVrVGo2HcuHGcO3eOzZs3I0kSM2fOxN7eHqhrow3q1w/z409il5jIhcmTSIwULbAWLVqQlJSELMtMmDDBWqX47bffqK6uvqLlTdn7H6D97HNQKFAEB2POysLr118oef5Fa3tZcnPDd+m3qPa9IIQakkKIROxdwVAtBCmdn4Z+bwsCtv0VUQED4Q3Y6QlBCI98KwiWOCpWoqR0EMkqwZ0E0fKPAbeQ2uQQg7CfSVoqVMUV2bX72It9QnsKAuofA5qA66+wyTJUFojWd1GqEKpkx4mHQXvp9monYazd4RFh34Ms5iRzEwRZvXBA/NtsqDs/7yhRcdRXQv4xoa6WFGLN7mFi3jLrkNjcogI31oj5x/ok0s5FzGxqAgXJzD4iyLHaCVpOgdgH/3B1UTaZqPjwIyo+/wLJ3R2Pzz7FmJZGxUcfI2vF9ZC8vJDLysBoBKUSzVNPoHnqqevP4/4TYJndtaiGZaMR7fc/UP7hR6DX43L/fWheeB7Zzo65c+daK/IzZ860zudCXbZ6h/btORwXh1daOtVeXug93Jk0ZQrnz59n165dVmuctLQ0duzYgb+/P8OGDUOpVJKbm8vq1avx9fVl5MiRKBQKq7Bl2LBhmM1mNmzYQEhICFlZWfj4+DBy5Eg2btzI+fPnrzvt6G8AG0m8XbCRRBts+PvAUkX8I7OICQkJHDp0iN69exMREcGSJUsoLS0lKiqKnj17AsK01xKjN/TESarm/MaFTh1JHDQQJAmlUklkZCRJSUl4eXkxbtw4AKv4xcnJienTp1/y3hXffU/5f/4LkoTD4EHUbNiIy1NPotu5E8PRBAAUAf74fTAGxe436giQe5iYIbxwQKh5R/8q1MjbX4Xj8wFZ+AC2ng6n10Pir5e2bP3aiDm78P6C7Kns616TZTHbmDBbKICra02hvaNqvQmHQEi3P3VGzwqzWdjy5MRB1hFI3ybUztRTTivUENAO2t8vTMCVteTDUAO5R8V1sTzKMuv2c3AXM4vaHEGyFXaivWznIlTg2lxBIpsMEsbddq5QmCSqkhfnWStUgihbKqne0cKUvPW0S42+bwDVm7dQ8uRTyBUVaJ59BpeHHkT71ddUfPV13cyim5sgi4AyJATPX2djV3uzcjtgiamsn7JiOHOGkqefxRAfjzIsDI9PPkJq04Y5c+ZgNptxcXFhypQpVteBqqoqFi1ahJOTE76+vpw+fZome/dxtltXwjQaBkyZYr0BDA8Pp1+/fhw4cIDjx48THR1N99o8bYvtVYcOHYiJiaGiooJFixbh7e3NqFGj2LJlCxkZGdYM6aFDh6JWq1m1atU/yTfRRhJvF2wk0QYb/j6w2NHcrKLZZDIxf/58FAoFkydPtvqzAUydOtVq2GtJSemem4fbd99T2Lgx5557htza9l/fvn3ZsWMHZrOZYcOGERQUhMlkYvbs2ZhMpgZG3BZULlxE6bPPAeDy5BNoP/8CVdu2qIKDqaldg6pZEL4TapDya9ucLv7Q4TExK1eUIgjbsK8g7gfY96GYzWs6WFS3TiyEMxtpUBHzbwdtpkPUmMuLN6qKRDLL0Z/F8UG0XVtMhBYTxNzeXwF9lRDTnFoOqeuEytlyXpJCzBS2nCxawBenxlTkCMJ7bqdoP+cdq3tNaVfXsnYOgMY9RVs8Y4cgkS4B0HaWqBS6NRKqbkub3RInaCHQFkhKUY3t9CQ0Hw3KqyfqXA7GjAyK738QQ1IS9n374Pn5Z6BQUPbW21QtXCSINIBaDQYDSBLO996D26v/bqA2vlWw2N2EhYVR//NSNpnQ/vAj5R98ADo9zvfdi/mhB1m6ejUAgYGBDK83TxkfH8+RI0fo0KEDiYmJqGUZp9OnKWjcmAFqOxrPuott27aRlpZGu3btaNeuHevXryc7O9sqijEajSxfvpzy8nLGjBmDl5eXVRU9ePBgPD09rWRUq9Vaq46W4/xDUlhsJPF2wUYSbbDh74Hq6moWLFjwh3wRLV5snTt3pnXr1qxatYq8vDxCQ0MZNGiQdbvNmzdTsf13Os9fgN7bix0zZ2BycbFWSKKiojhy5EiDaoml7VU/zs+69m3bKL7rbpBlXF/7N5U//oy5pASnGdOo/P5HAFx62uPa/ByS2SjITJ+3BFFZc59oMfd7V8TbbXletIB9W0HsQ6KSeH5v3Zs5ekL7h6DtzCuTvNxjcPBzOD5PVBydfEQVsu0s8G99w9f1lsOgE0Q5/ifIjW84m+gSAK2mQNu7wbfFpS3gysI6wpj+u2g5XwyfaPHIPiIIqaSAyFHQ8TGRI205piyL1y8cEMc6vQEqLtQdR1KKimeLiaJF7ttSKNevA3J1NaUvv0LV4iUow8Lw+nU26ibhGLOyKX3uOXS1PpoolVaDboW/H16/zsauVo1/K2GxdBo/fjyenp4NXjOcOUvpM8+ij4tD2bgx5a+/yo7aTOv6djZGo9Gak96mTRsOHTpEZFAQqZmZaPLzGWiW0bz8EmvWraOwsJD+/fsTGBjIihUrqKysZPjw4fj7+1NQUMDKlSutee01NTUsXLjQmryUkJDA4cOHrc4DFt/FtWvXEhkZSa9evW759brFuKH//G7fcIINNthgw1+ExMREjEYj7du3vymCKMsyx44dQ61WExUVRWFhIXl5Qh1sEauAaIsVxMcTu2w5kpMjhydNwt7XF3NtNWfQoEEkJopKn2Ut1dXVpKYKU+SLbzr1yckU330vyDKa55/DcCIJU3Y2jhMnUPn9jyjsjfhMKsUt8qwgiBFD4dkcYSOzbLIQq4z9TbRhl08TpK7X62Kmbv2jdQQxsANMWALP5UL/ty9PEDP3wrzh8G0bOPqTmCscNx+euSDU0XciQQRQ20P7++D+/fDvGpiyFsIHCgsebY4wFf+mFXzgB+sfF36Q5loxjLO3EMMM/QIePQHP5cGExaIK6ewrtilIEjOY5dli1jCok1CSz+kHX7eCw9+KFBdJEm3+VlNg5Pfw7Hl4sRQGfCha87JJVBu3PC+u8Qd+sHSKILclGVc9RcnREfePP8Lt7f9iysykYORIdHv2ogoKxHvBfHzWrkHZKKQuwUWhwJybR8GgIZT++zXkeskutwLt2rUD4OjRo5e8pm7aBO8Vy3B99d+YcnNwvuc+WpaWAnDixAmSk5MBUKlUdOjQAZ1Oh06nw9PTk9M5OUQ0aUJ5QAAp8fGUP/gQA3r0wNHRkd9//x2tVsvAgQORJIktW7ZQVVWFj48PMTExFBUVER8fj7OzM9HR0RQVFZGRkUHr1q1xc3OjpEREUsbHxxMQEEBAQACpqalUVPwJiv2/EWwk0QYbbPhHo6qqiqSkJDw9PW8qfg9EC7m0tJTo6Gjs7Ow4UmtS7efn16Aycjo+ntj5C1HW1FD1ysuUerijrRUS+Pj4kJuba82ttQhntm7diizLhIWFodForMcyFRVROGIkmEw4ThiPKjyc6uXLUXfsSNWcOThFavGfnoedq1bMzk1bDxOXwpoHYNdbENBetD5X3QNnN4kWa3AX2PmfOnLYZDA8cAQeOAQtxl++3Xl+P8zuCz93FzOL0ePh/kNw3z5BeFR2N3VN/xJIEkQOg5mb4KUKmLIaQnuLKl5VARz6Emb3gvd9YN3jghib6803uviKVvqI7wShfuSkIN0e4WDWi2rihf1CpOIZISqH6x6Gj4Nh49NCKFQfjm7Q7Vl47BQ8lSHaznZibIGaYjEGsPo++CwMPmsK6x6F0xvFPOUlpybhMmsWXnNmg8lM4bTpVM4Xs7F2MW3x27cXt3feRnJ0bHBOlb/8Ql7nrhjOnPlTL3V9+Pr6EhISwtmzZymtJYAN1q5UonnoQXw3bcKufXtCP/uCgPQMQIhW8vOFIXpERASenp6cOHGCmJgYzGYzVUYjjo6OpAwZTMXuPVRPm0H/9u0B2LRpE46OjvTq1Yvq6mq2bduG2WwmJiYGLy8vEhISyM/Pp23btqhUKo4cOYIkSXTp0gWj0Yirqyu5ublkZ2cTExODLMskJCTcsut0J8JGEm2wwYZ/NP5oFdFyDIVCQcuWLSkrKyMzUwgc6lcRzQYDyldfx6WoCNd/v8Ipd/cG7zdw4EDi4uIA0UZTKpUUFBSQk5ODQqGgd+/edcfS68nvNwC5qhq7DrG4vfgCpS+9BO7umJIO4DU4H4+epUgKGRr1gOfzRDVwTn8hHmk6VBC+XW+BJlj4HCYtE4pjZEEOH0+FGRtEBN7lkHcc5o+En7qKlmvbWYLMTFwiMo//7lCqIHIE3P07vFAAw74WLV4QqS2HvxTE+ONg2Py8EMbUH8+SJPCNhj5vwJNn4YUi6PYCuAQKZXTx6VqTbTux7YFP4YtmMG8YpG1veCwQcYZDPhXkc/i3oroo3kjEABqq4PDXMG8IvO8tvC+P/gLahjnaDr1747NqBcqAAEqff4Gy//wX2WQSJPKumfgfjcNx7JgG+5iys8nv04/yjz7hVo2gXa2aaIG6aRO8ly/F9dVXaLdwES65olq/atUqqqurUSgUdO7cGZPJxLlz52jatCkXLlygSZMm6FUq0p95CsPJk0h330vXZs2orKxky5YthIWF0aJFC3Jycjh06BBKpZI+ffogSRI7duxArVbTsmVLSkpKSEtLo1GjRoSEhFBeaysUHx9PYGAgfn5+pKSkWG/8/j/ARhJtsMGGfywsVUQvLy8aN258U8fIz88nNzeXpk2b4uzsbE2IcHNza2D8m/Piv/BITUXbvx/mSRPJycmxfuD6+vqSnZ1NTU0NkiRZU1kssWStW7dGrRZVPFmWKRg2AnNBAcrgYDyXLqHk2eeQS8tw9M7Db1w2DsF6ZCTo+zbcXau0/amriI0LHwAZvwvD6+jxwl8wcbZQOwd2FNWvGRuunDlcWQBrH4Zv20LqGjEj92gSjP7lrxOj3Go4ekCHh+GR4+Jcu70gZi1BtKT3fQg/dBDVvG2v1CqoL4KTJwx4D57LgodPiJg+hVpUGGtKxTaSUswizukH37WH4wvBZGx4HDtnUQF+5ATM2CwU1SVnxTqCu0DMveDfFlJWiSrxh/7wYxfY9Y5YlyyjjozEZ90a7Dp0QPvd9xTfcx/mSqGsVmg0eH7xOT7btqIMa1z3vmYzFR9/TH7f/hhzL8rs/hPg5+dHUFAQZ86coays7IrbiariQ/iuW0vfXbtQV1YhyzIL5s/HZDIRHBxMcHAwZ86cISIiArVazblz5/D19eWMnR3yB+9jysnB7aFHaOnrR15eHrt376ZTp074+vpy7Ngx0tPT8fT0pH379pSWlhIfH2/9Gzxy5Ahms5kuXbogSRIODg7k5OSQm5trrV5aRkb+P8BGEm2wwYZ/LBISEjCZTH+4igiCyFVVVXGmti0XGxtrPWbl3HmwaDFFoY3w/eAD64yhBd26dbO2qJs0aYKjoyOnT5+mvLwcOzu7BhXJ4nvvx5iUhKTR4Lt1MzULFqLfuwP3XqV49ilAUoOsdkKavhF6viy8+37sIqxg/NuKHGZnX6GaTVoq2qguAYJwPHBQVL8uB7MJDn4hql1HvhWZzA8cgQmL/rnk8HLwaV5L9nJECz9qdJ2BeFmGMB3/pjV80xb2f3pJJQ8AvxYwYSG8UAhDvxQG4yBU0Balde5RWDZFVCr3fyLmFutDkgRBnLEJHowXZtxZh8Q8qKEShn0DI38WM5P5J4Xf5Tetxc9v2yso9efxXjgfx7Fjqdm6lcIJEzEV1dny2EVF4rd7F65vvC6Uz7UwpqaS17krlYsX/znXsx7atWt33S1bdXRz/NauYYRWi2Q0YjSZWPjTT8iyTOfOnZEkiYSEBKuVjZeXlzi2qwbP2T+DXk+j554jyMGB1NRUkpKS6N+/Pw4ODuzYsYOysjLatGmDl5cXiYmJaLVaWrduTXl5Oampqbi7u9OqVStqakRrPy4ujpCQEHx8fEhOTqaqqupPvz53Imwk0QYbbPhHoqqqilOnTuHt7U1oaOhNHaOsrIz09HRCQkLw9PQkISEBWZZxcHCwzjfq9u2n9JV/U+XhzoXHH8PN24uUlBTrMTQaDZWVldaB9zZt2mA2m9m7V8wFduvWzUo2y956h5pNm0CtxnfjesxlZVR9+W98xuTh3KyWRGhCkB6Ig6YDIXkVzO4DunJR+cpNEOSwMk/MxilU0Oe/8GyWIBxXQs5R+LEzbHhCpKeMXwR377pyK/r/AxRK4fE4eQU8nQl93wLXkLrX80+KLOyPAmHBaDi1UmRP14eDq/BDfOJs7fxjz7rX1LWpIpV5sOkZ0UJeea+w4bkYATEwbh48cUaYnRelwtoHYdd/xDGfOiduAjo8KszAd78D38Ugfd8aj1HOaO6bhCHxGAWjxmA8f956WEmS0Nx/H/5xh7Hr2qXu/QwGSp9+lsKZdyFXV1+6nptEfQGIpZV7NUgODni/+m9GRjUHWaYSWPX++7iZTDRr1oycnBzc3Nxwd3cnNTWVJk2akJ2dTU7jxngvXYzS2YUWb/4XN0ni4MGDFBcX069fP4xGI1u2bMFsNlvVyjt37qRFixbY29sTHx+PyWSiXbt2ODo6olQqycnJIScnh5iYGEwm0/+baqKNJNpggw3/SPwZVcTjx0VbsU2bNuh0Ok6dOgUIZbJCocCYkUHR/Q8gq9UcnjyJiNhYsrKyqK73wdqiRYsGQhcvLy/i4uLQ6/VoNBoiIkTbt2rpcrTffAOShNfC+SgbhVDzzgi8B55D5SbUpybXNkiPJIBPlJhHWzhGWK6YjaKt7NNCWKwYa0Rr8tkc6PXvK6d7GGpgy7/g+w6CKHZ9Tswdtpz4h/OG/1FwDYSer4jZw2kbhHekpSKoUInW76Ix8HEQbHhSXMv6s30KRe384w64/7AQEVkMy518hNrcpIOEn+GjIFEZvnDo0nV4NIYhnwnS2uc/oNcKYv9lMyGa6feOUJvfvUtY8Oi1SHvexVX6CLcBakwZ6RQMH47hZFKDwyq9vPBZshjPn35EqvX7BNBt205ObEf0f6JY40aqiRb49e3DgB49QJbJd3dn5yv/pmVFBSqVisOHD1vnFA0GA3Z2dhw4cABFixb4rFqBg78/MZ99gdpkYtu2bTg5OREbG0txcTG7d+/Gy8uLtm3bUlRURFJSEm3atEGr1ZKSkmKt8ptq1d/x8fGEhobi5eXFqVOnGvyd/1NhI4k22GDDPw6VlZWcOnUKHx8fGjVqdFPHqK6uJiUlBR8fHwICAjhx4gQmkwm1Wk1kZCTm8nKKZt2DXFZG8vSp6IODCQsLsxJCEJUaZ2dniouFiXKbNm3Q6/XWKkTfvn0B0J84ScnTTwPg/v57OLRqiunDGFx8E2qPAzpFR5RPHhazb4e/EfNoqtoUD9cgIVQpOCl8EkfPEepjZ+8rn2DWEfi+Pex9T1SqHjgCAz8QM3E2XB4KJUQMhsnL4ZnzYibUxU+8JilE7vTBz+G7dmKm8+CXUF3a8BhBsTB+gSCcXZ4RZFFXDg6ewuhbUgii/2Mn+DgEDn116dyikxf0elVUEId+JdTU216GT0OFet2nhbDteeY8zNoJHR/DpWU1nn2LMBcXUTBiELrvHofSzAaHdRw8CP+EeBzqmVjLpaUUDBtB2Tvv/CmiFosAJDU19YYEIGHR0bRr3x4kiTPt25H2yac0yy+gtLQUrVZLWFgYmZmZNGnSBK1WS2JiIqrGjfFZvRL3xqHE/DYPo17Ppk2biIqKolGjRpw+fZpTp07Rrl073N3diY+PJygoCEdHR+Lj4zEajURGRuLtLf6OsrOzrbOJRqORY8eOXWPVf3/YSKINNtjwj8PRo0f/cBXx5MmTVuNek8lk/UBo1aoVSqD40ccwnj6N4sknSAsMJCIiAoPBQEFtsgpAo0aNOHlSGDC7uLjQqFEjdu/ejdlsxs/PDz8/P0ylpRSOGQtmM84zpuPcOxL5mxhUVccx6yUkJWizo7F7ea8ggvs/gXWPiAqWsQY8m4k4Ob1WqHOfyYK2M658YmYT7PiPaC8XnRZE5979END2pq7T/1toAsRM6JNpMGmFyIrW13roOXmLlvCGx0U7euU9QkhUn2S5h8KgjwSRG/CBIPxFKaLdH9oLHDxELvT6x+BdV1j7CJRdaLgGOyfo+Ag8fhpG/gSOXrDzTfi0MWx9SaTiNO5ZSxgv4PifjXg/2RXMMoVvr6D6ySgxrhD/M9QIMYnC0RGv777Ba9ECcHW1vpX2q2/I79MPY2HhH7pskiTRrl07zGbzDdvJxMbGips+SeLoxAl4LF6CfXU1Rw4eJDY2FqVSSXZ2Nu7u7iQkJFBRUYHSywvvRQsJCg4mev0GysvL2b5tG7169UKj0bBv3z6Ki4vp1auXdQykTZs2VtGbJElWQ28Q1cSwsDDc3d1JSkpCp9P9oetxp8OWuPIHYEtcscGGOw9arZaFCxda81hvhiQajUbmzZuHnZ0dkyZNIikpiX379qFQKJg+fTo17/6Pyh9/wmniBBJHjiD19GnGjRvH3r17ya2nDO3QoQOHDx8GoEuXLoSHhzNv3jwAJk+ejIuzM/nde2LKzEQdE4Pv2xOQ1zwAuhpkk4SkkimLC0TzczxKPz+hYN3+CiCJipOdi2gzSwrh19f7taufWNl5WD4dzu0Cv9YwZg74t7nh62OFvgrKzwsyU3ZepLlU5gmFtKFSVNaMOsAsurOSJKpe9hqwdxMCG02giBB0DRYpMc6+1500cschP0l4LSbOEedv5yJIn7Z2ztCvjTDivlxms1EHCb+Kym5Jmtg3rB/kJdZGC9YitBd0f1GksiiUDY9hMsLJRbDrbSg8JczUYx8UYwSuQdbN9AlHKZo+DXNpBe69ynGOKBfm4pEjRXpO08GgVGOurqbkmWepWb2m7j3Uajy//ALH4cNu+jLJsszKlSspKipiypQpODvfWPV64cKFlJeXo5BlojZsImnoYFqqVDi0bcuRI0eIiooiOTm5QRSgXFND8SOPclilJDM2ltbR0TSNimLVqlU4OjoyduxYjh49yvHjx+nUqZO1czBlyhTUajXbt2+3itZGjhxJeXk5O3bssOZA/41gi+W7XbCRRBtsuPNgyWIdMmQIISEh197hMjh58iR79+6lW7duNG/enLlz51JTU0N0dDQxGecoffFf2HXqiOuvs5m3ZAkeHh4MHTqUX3/9FQB7e3skScLb25sLFy6gUqmYPn06mzZtIicnxxrlVzjjLnTbt6Pw8cL/rW5IR77GbHIAsw5Jkine5oXzO0tw6N0btr8Gu98SC7RzEb55lszgmdvAt/nVTyp5NaycJTwAOz0B/d8DtcP1XRCTAQpOiRzi9O2Qf0xUL3XXFh/cOBSCRDr7imqbf1vhBRkQI4jk32FWsroUEn8VhLH4jFBHe4QJUYqhUhDlllNENGJQbMN9TUY4uViITwpOgtIemg4RNjj59ax3NMHQ7XmIuVtcr/owm0Xqy663hJhJaSesc7q9YM3hNmZkUDh5Kqbz53F7aCguwcni5gFEJbTFJGgzA4I6UrN7D0X33Q+1NjoADsOH4fnlF0j1lNE3AkvGef3oveuFyWRizpw5GAwG7JVK1IWFVLm4MCApmf3dulBVU4O/vz8XLlyw5qMDyEYjRc8+x3ZXDaUhIfTt3h2jQsGuXbsICQmhf//+LF26lKqqKmJiYqxZ0TExMVRWVlpjAQMDAxk6dCgLFy7EaDQydepUVLchB/tPgo0k3i7YSKINNtxZqKioYNGiRfj4+DBy5MibqiKazWYWLVqEXq9n2rRppKWlsWPHDgAmhoVTed/9KAMD8Vm3hpTcXPbs2UPPnj05ceIExcXFSJKELMs0bdrUWnlo2bIlzZo1Y/ny5UiSxPTp0zF8+RUVn36GwlWB/5MBSLkHMauDkGqykI0SRZu9sRvzJG6vvCzSOg5+Jhbo4F7nuxc5SphbXy4pxQKTEX5/Dfa8K9qRo38RIoqrwWQUc3HJq+DsRihMFuKYy0GhElUopZ34t6QQVUOFShhWK+xqK4OSIHhKu9rnlMK70agThFdfKVrmxlrye6X3cvYF7+aiotZsOPi1Eu9zJ8JsFmk3Bz6Fs5vFc16RgCza0SBi/Do+JpJcVPYN901dC7vfFtY3khKaDBKV4/p522pnaH8/dHwcPMMbvr8si5Scnf+FrIPi+rWeAT1eAq8IjFnZFE6ajCk9HdfXXkUzaRAcmyeyrgtFHB6eEdD2LsyREyl55X1qNmy0Hl7h7YX3iuWowy963+uALMusWLGCkpISpkyZgpOT0w3tX1VVxbx585BlGVeNhvKKCoKPJhCUl8/BwQMJDQ3lwoULuLq6Mm7cOBS11WnZbCb3zTfZ7OqK0dGRkUOGkpR5jpSUFNq3b09AQABr164lICCAiooKDAYDU6ZMwc7Ojri4OKsh/siRIykqKmLv3r107drV6n36N4CNJN4u2EiiDTbcWdixYwepqakNqgc3irS0NLZu3Uq7du1o3749CxcupKKigkhHRyL+9x6YzPisXom6lvSVlZUxdOhQVq1aBYC/vz+5ubkEBQWRlZUFiNbypk2bKCkpoXnz5sRWV1N8972ovQz4TJGRdPmYfDujyDuAuUpB4QYfpMYd8Fm2FGnzUxD3rVic2llUopBg4IfQ9Zmrn0xlASydLKp/QR1FPrP7FYQ81aUilSXxV0EoTBfZuUhKQUaNeuAqJE7tLCplFtW1bBJfzSZxTNNVZrjsXES6iGuwaEeDqHxqc0XlsroYq6rYui4FOPuLmcqIodB8HGj8r35d/grkJsK+j+DEAnE9PMJBEySqs6YaQX7bPyCqi/Vaw8iy+Pntfkd8RYKwPoJc1yeLIDwduz4Hjbo1fF6WIW0b7PqvqBZKCmg1DXq+gsnsQeHkKRhTUtE8/xyaJ58QLCInHhJ/E+utzBfvG94fvboDBW8sAm3tz1GScHvjDVzuu+eGL0lGRgabN2+mdevWdO7c+Yb3z8nJYc0a0Qp3cnKiqqqKHj//Qkr37uQ3iyAiIoLTp09fQuJkWSbt40/Y7uSIU2UVIydNZPOhQxQVFTF8+HDOnDlDcnIykZGRpKSk0K5dO2JjYzEYDCxcuJDq6moCAwMZPHgwCxYsQKFQMHnyZJRK5ZWWeifBRhJvF2wk0QYb7hyUlpayZMkSAgICGF5PnXkjsMxKFRcXM3XqVPLy8ti8eTOq6moGL16CnHkerzmzcejTh8LCQpYvX05UVBTnzp2zxoYplUqcnJysqRKhoaE0b96cjRs3olQqmdq3L8W9++IQWIHnYC2SQsbcZCSK1KUYy5UUbvDDLLvhu3kjqmP/gyPfiMVJKpCNgoTN2HQpEbgY+Sdh/nAxz9bhUSGSqF+pAlG9O7FIKGhzj9KAgEmKSyt6bo2EctarmWifujcWRMfZR1i52F1HNchQLchrVUHdV20uFJ8VrdniM4IQ1l+LQi1EOX6thWDEUFPbfj0h5iHNhobvYeci1hkxDNrOFG3rOwVlF4QCOu470a539hOt9PyTYr5TUkLzsdDpcWjUvWF7/fwBURFOWS2+D+4sqr45RxCf/bXXrFF36P6S8Hm8uJqesUsooNO3iX1aTsbU6nGKnvgPhhMncHnsUVz/9WJdFd5kECkxCbNFAo/ZiGznSk2+L6WrKzHrRJVYHRuL94J5KG6gIijLMsuWLaO8vJwpU6bg6Oh4w5fz+PHj7N+/3/p9oJs7zX/5md9HjsTFYMDo6YnRZGLSpEmXHD/u22+JUyjwy8qi+8yZrN61C7VazfDhw1mzZg0mkwl7e3tqamqYOnUq9vb2pKamWjsLo0aNskb99erVi8jIv4XpvI0k3i7YSKINNtw52Lp1K2lpaYwaNQo/P7+bOkZ2djZr164lOjqabt26sWzZMkoKCuixdBma5BTc/vMmLveKioll9jEmJsaaR9u4cWMyMjLw8fGxqpyHDRvG77//TlVVFe1jYgi4516cAjNx61yG5OyNOWo8ivhvMZapKFjng7lSiee33+BoXgVHf2y4QK9IuGu78O27Gk5vhKWTRBt3+LfQ7t6612RZKG13vw1nNl1KsCxw9BJGzcGdIbgT+McIc+jbAUMNlKaLOcjcBFHVyj0qhDEWKO1FdTSkK7iHCXHIuV1C6FFd3PB4aicx2xg9AdreDY4XiUb+CtSUQ/yPohVdfl4Q2yYDhSL53E6xjV8bQRZbTWs4P5p3XIhTTi4GZPGzMenFDKOkrFVRm8X+3f8l4hkvbsln7hVt6LObAAlz2BgKF5RjOJ6M87334vbm65eOa1QWwPEFgjDmit95bZIzZfvcQZaQHBzwWrIY+3bXL+SwVO7btm1Lx44db+wa1qK+qARgcK9eZMxfQHJQICFnznK+aROioqLo2bNng/1kWWbLDz+QAUQlHsP/nrvZERdHcHAwzZo1Y/v27fj6+pKfn2+tJsqyzJIlSygtLSUgIIBBgwYxb948nJycmDBhgrWtfQfDRhJvF2wk0QYb7gxYqnqNGjVi8ODBN32cDRs2cP78eSZNmkRlZSVr16yh5foNhB6Jw2n6dNz/9w6SJGEwGJg7dy4ajYbS0lLMZlFxCwwMtGY2S5KEh4cHzZs3Z+/evdjZ2TF49So06i04N69E9o6CiKFI+z/GUKKicJ0P5molTtOm4tEpG47Pbbi46Akw9rdLq4EX4+CXsPFJMbs4cRmE9RbPG2qEAfeedwUpuRiSEhr3Fi3b8P6icnetDzx9lahUlp8X1b+qIjEzpysXliq6MtBVALI4vkJZ+1UlHg7u4OgpfP8cPQUxdfIGtxCRbnKxsEabL8hJ1iFBcs7vq7OdAfBtJdbeqLuY20xeKVrnlRdF5zl5C/Lb5i5hjP1XtglNBlHN3fM/QfJUjmI+UVKIWEW9VlRpOz4KsQ+Di2/dvgXJ4ud5bJ5o6/tEizZ0yVlRfUWubW03ESKXNnddek0vHBSVxdPrMeslinZHoU+rwPmeu3H7z5tXnuvNTYSEX5ETf8NcXEThWl+MpWI21uWBe3F97TIk8zKQZZmlS5ei1WqZMmUKDg7XKaa6CEuWLKGkpAQAd3d3Ro0axdJff0VXU4OmoJCSkGDGjh1r9Ty0wGg0suLnnymRZTr9voOSWXeRmplJhw4dyMvLIzMzEycnJ4xGI1OmTMHe3t56MwkwduxY0tLSSEhIoH///oTfxHzmbYaNJN4u2EiiDTbcGbCQu3HjxuHl5XVTxyguLmbp0qVW24w1a9Zgt2o1LTdsxK5bV7znzbUqOVNSUti5cyd+fn7k5eUBEBQURHZ2Ni4uLtYIvu7du3Pw4EEMBgOdygqITPkvDsE65OCeSCEdYf+H6AvVFG3wxqxToQxrjN+Drkhn1jVcXK/XoffrV1f2moyw8Sk4/JVoB09dC14Rgqztfle0OI0XJURIKmg2VChZI4aCo/vlj202C+KRHSeSPfJPCGFD2bmrX1SFWqSJNJhPNImvJoP4ejU4+4lWsVuoaG17R4lsZe8ocPQQx8o7Lmbzzu0WFThtrQWRQiVSZ8L7i9Z80VlIWizWryurdw0UYj6w2XDo9BR4/EWtabNZkNpd/61TJLeeISyCEueIa620F4rjzk83zOAuPitIZsKvojLs0UT8rCuyxXiCLAtBkEsAdHlakE17l4bvn3UEdv0X88k1FG30Qp/jgPPk4bh9+PXVyV5tO9qw6k0qfz9D5XENIKHydcB77tcoo/tfU5F+5swZtm/fTkxMTIMc8xu7fGbmzJmDXi9maXv06IGDgwNbtmzBLz2DvNBG+BgMjHrwQRR2dg32raioYNmCBZhraui2aQvHpk+lVKulX79+7NixA5VKRU1NDe3bt6d9exFVuWbNGnJycggICKB///7Mnz8fDw8PxowZc9PerLcJNpJ4u2AjiTbY8NcjNzeX1atX06RJE/r163fTx7GIXkaPHo0kSez+4EM6zl8AQUEEblyPwsPDuu2qVasoLCy0xnUB1iF5SZKQJAk7OzuaNWvGsWPH8JLLGJn0MmoPI6aQ0SiDw2H/x+jz1RRu8EE2KEEpEfC8L4rCusQWJAWM+hna3nX1xdeUw5IJQkEb1hcmLhX7bn0J4n4Qs4z14d9O+OdFjxcJLhdDlsWMXNpWQbzO7YbqorrXVQ6i9e0dBZ5NxKyia4iYTbR3Ex6A9m6i6nmlD0xZFjOR1cXi2NXFohJZVSCqkqXnBDEqPVfnM1gfzn7i/X1biFayf4yYQyw5K9adthUydtQKfRDVuIihggwGtIMTC+HUMkF464t07N0FqYx9CJoNu/2WO7IMqesEWcw6VKtIni7WfHyByOQG4WXY5RlBgi1rLM2Eve+LNrZJJ+ZF9VpBip19BVGvLhaV1G4vQIdHLk3YyTmKecubFH22D32uPS49fHD94BukkE7XXLox4yQVj4+k+lgNslEBShmPUfY4TbxPEF634MvuZzabWbJkCVVVVdbZv5uBTqez2lBJksRdd93F1q1buXDhAv55eeT6+dEx8Rit/vMmyotuJi9cuMCG9etxycun7aFD7B89CnsHB6KiooiLi8OullhOnToVOzs7SktLWbx4MQDjx4/n1KlTnDx5kqFDhxIcfPnzvENgI4m3CzaSaIMNfy1kWWbt2rXk5uYyceJE3NxubtassrKSBQsW4Ovry8iRI9nx8y80futtUCgI3Lgeu6ZNrdtaKo4ODg7U1NQgSRIODg7Y2dmh1WqtxLF169acOHECN915Rl14Dzt7HTUuY3Bo0wz2vocu146ijd7IBvFh6ne/GpUpo25RKkeYshqa9L/G4gtg7mAxt9fufqF63vWWmHWrP2+otBfzeB0euryBtskA6b+LatbpdbXiEQTZDGgviFNgrPi3V8SlRs63EkadaGsXJotHwSlhFl2Y3NCrUaES9jgBMYI0+rYU1+DcbnFOecfqtgvtKQhjs+HiGh7+ShDL+q1phUoQz1bTRLLJ7YwslGWxnp3/hczd4ufQejo0GyFmEU8tE8Ii35aisthqal0ruSIH9n0IR74Vc6mO3qItb9IJSxtdmThPZ1/o9qIgxBeJjsxpBymaeTf69ApcWlfgOrUzUu/XIaTLNZYtU/bBh1R+9SkYFYCMY0QVHr1KkZoOgLazhApb3VBEYhGE1K/W3QwKCgpYsWIFAJ6enlbvQzc3NyqKilCXl9N3xSp8fvgOu4tsaxISEjh06BABJ07iW1pCYvfuhISEUFVVRVGRuEmKjY2lXbt2AGzZsoX09HQCAgLo3bs3CxcuxN/fnxEjrmEx9dfCRhJvF2wk0QYb/lpcuHCB9evXX3Yo/UZw8OBBEhMTGTRoEBq9nqJRY3CoqKD6f+/SbNrUBtvu27ePEydONHjO4omoUCisPomhoaFUJ29icNFXqE01aIt6ohnfC3b9F32+HYXrvZFNKiSlEZ+JVaidSusO6OQDM7dcOw2lNBN+Gyji3Hq+JsQPO15v2FZ28hG2KO3vFy3a+pBlQaCOzYVTy+uqhR7hQhncdLCY77tdgpUbhSyLpJfco5BztO7rxTOXnhFiBtGrmags5iZCxu8i1tDyetQoYZ/jFSHU3klLBBmt3xJ3CxXK467PXVs89GeiviJZoRI3A23uEukq8T8KAujsK1TsHR4WFV0Q5Hf/J8LUW18hWv+WGdGAdkIZXpkvEm+6vyQseOrNLJq1WoomjkOfmIRLmwpcO5QhNekvxh9Cu191ycazaeQNHwHlZYCEwlnCe1QuameDqDK3nCRuWoI7gSRhNptZvHixVUlsd1FL+EZgMcMHrNY1iYmJhIWFkZ6eTrOdu2h24CDuH76P05gx1v1kWWbr1q2kp6cTtXkL2oimXAgLo1WrVhw/fhyFQoFarbb6JtbU1PDbb78hyzITJ04kISGB1NTUPySeuw2wkcTbBRtJtMGGvw71o70mT56Mi4vLtXe6DPR6PfPmzcPZ2ZlxQ4eSMWgIDhkZnBg3hn4ff9wgScES16fX65FlGXt7e3Q6HU2aNOHs2bPW7Ro3box0ajl9Sn5CMpgpjYvA819TkXa8jr7IgcI1nuDuh1Sei/eIItQe9dqdXpGCILpdIy2mIBl+GyA+6GPuERXA+qpeTRD0eVO0+VQXfeBW5ELCL3D0Z2E5A0L00WKiaEF7R/49kk2uhKqiWlX0UVFhzT5cd54g2uX+MYIc6bUiycQyy6gJguZjBGEM6SrsZo58K9q8hqq6Yzj5CIuZLs+Cf+vbc17pv8O2V8RaVA7ChDv2EUhZCQc+E+15laP4fejyTJ25dlWxmEk9+JkQ9KgcxY2EQi3OsfCUIIuaQOjxMrS7zyqQMldUUDh1Oob4eFwGNsI19AASZpFV3es1aNzrir8rstlM8ZNPUrN8pfU5zaweuAYnCRU6iN/3trOgzQxScrTs3LnzT4m6W7dundWndOjQoezYscNqaVOl1dL71znYp6Xj8vBDuL70L6Ra8ZJer2flypWUlZbS4be5JI0aRZW7G+Hh4VYFdf1q4q5du0hOTsbX15devXqxZMkSGjduzMCBA//Q+m8hbCTxdsFGEm2w4a9Deno6W7ZsualYr/o4duwYBw4coGe3bni88y7GHTtJ7dUT9+efu+SD6vTp0/z+++/W71UqFR4eHpSVlWEwGFAqlRiNRjpyiDbZP1MjO1Gx1gPvt+9CceBtDGXOFKx0Q/ILhaIMvIcVoHavNy8Y2EF4IF5c8bsYWUdg3hBBhtwaNRSQOHqJlnPr6Zfanlw4JMjCycWiDevsC21mig9p3xY3eQX/JqgsFDN+Fw6IR9bBhq1qJx9x3auK6iqqTt6iNdp8nJj1zE0Qbdy0rcLk2wI7jVCGd3pc5C3fShsUS4rKtlcE0bLTCDFKxycgfauYScyJF+3pFhOh6/MQKAgNNeWirb7/Y6gqFCTRbBDHCO0prk9VgZgv7f26qFYqVZjLyymcOg3D0QQ0D87AtXWOMNqWTSIysddrEN7vimRRFxdH4bgJYBDjD6qmTfH57QMUJ+fC8XliLZICc9hAFslj0aNmypQ/Vk2UZZnZs2djqH3Prl27sm/fPho1akRmZiZNg4Np9e336OPicBg0EI8vv7B6PJaUlLBixQrUBgOt5szl8IxpaNzcMJpMVFVVYWdnZ612Go1GZs+ejdlsZsKECRw6dIhz584xceJE3N3db3r9txA2kni7YCOJNtjw18BsNrNs2TIqKiqYPHnyDUd6WWAymVi4cCGy2czQEyepnjuP823bcHLMaKbPmHHJAL1F0QhYlc1RUVEkJ4sIMwnood9IVOEKSpW+FK/1JOSJfqhPf4Wxxp2CxY7ILr4oVWV49TmPSlOvlRnWFyavulR1ejHSf4f5I0SrVDZjNVBWOkDvN6Dzkw1tTmQZzmwUCufM3eK5xr1FjFvkiKtH+v2TYTaLmUYLYbxwQIhYLAbiklJU0yzVQ3tXiBwp2s1NBgnl8N4PhMF0fWGN0l5U5zo9Lra/VbObZrOwyPn9VRHx5+gp5gs7PirOZe/7dVGA4f2FUMUictFXwpHvxDaVeXXG6ZogEXd4ZiPUFIsqX7+3oflYQRSnTMWQeAzNs8/gOmuk+J1K/FUIYkK6CrLYZOBlyaJsNJI/dhzGuPja66TEa8kiHNrHCNKbMBtOr+OUQxd2u0+noyaLtt2HWNvRN4P8/HxWrlwJiBs6T09PCgoK8PX1JS8vj1FDhqB+732qV6xE3aoVXrN/Rukv0nosN4R+BgMe238nedBAAv39yc4VFef61c79+/dz/PhxvL296dq1K6tXr/7DIzC3EDaSeLtgI4k22PDXwPIf+B8x4IW6Yfle5zJxmf0rheHhHJo6mZZt29KlS8MB/fpqRoVCgbe3N0VFRfj5+ZGdnY1aCV0LZxNZvZ88dRgJBf3p5VeAg24lJnzJ/02JWXbCqV8rXD1Wo3A01332RY2GcQsu9bC75MQ3CoLYQK2sECrVvv9pWIGUZUhZAzveELN6ltzezk/dvvbo3w26ChGTd34vZO6p9WHUXrqd0l6QoZi7oekQIQQ58JmYESxJq9tOoRazkB0fh+ajbw0hNxlF1vKON4TYSBMkiF3r6cIeaO/7onIsm0SLvdsLdebahmoxcrD7f1BxAWtqi18bMbOYtEScf2As9P8fZs/2FE6eiuH4cTTPPYvr009BSYbwajz6i6hKBnUUZDFi6GXJXeWq1ZQ++lit4Tc4jBiB17dfixe1+ZgS57PwhAmTWWZq/suoPMOt7egGcYXXCYu4BECj0VBRUWE1u7cI1bSffkbFRx+j8PfH69fZ2LUUVXVLKzm6vIL8/HwKmzbB29OTwuJi1Go106ZNw87ODrPZzC+//ILJZGLs2LHs3buXgoICpk6detM3sLcQNpJ4u2AjiTbYcPthMplYvHgxOp3Oam57M7AkJ2j2H6D14iUYQkPZPnkiJkdHpkyZcsmM4969ezl58iQgZpKOHDlCeHg4aWlpqMw1DCz9geCaE5yzb8U2t3sYfXIBnj6HMNsHkfeTGXONCvdX78ch7Q0UDvUIYpuZMPKnS1vDFyNpGSwe3/C58P5i34vzmDP3wpYXBdlROQpBQtdnrz3naENDmIxiXjFzj3ik/y7asfWhUAnFd5uZYhbQWAOHv4HE2VB0GmulV6ESBKrDoxA97tqm6DcKo05UB3f+R7TL/dqIsYMm/aEkXQhY4n8Us4juYeL3oe3dQtVs1IuK4M63oDyz7pjhA0UM4okFwiYorB/mDi9T+PQHGE6cwPXll9A8+ojYtjQT9r5Xa7+jF9ek12uiWn0RWTRXV5PXoxfm2qq85OKC7749qGptaSzCk87uubTO+MLajqbJQEEYI0dd+4aqFhUVFSxatMhqeO/q6kp5eTkhISGcP3+ePn36EBERQdXyFZQ8+xySSoXH11/hOKA/RqORVatWUVRURKfcXI5qNJjt7THWzinXn008dOgQCQkJeHp6Ehsby+bNm//wTewtgo0k3i7YSKINNtx+JCUlsWfPnj883J6RkUHcd9/Taf4ClN7e/D5jGlonJyIiIujTp0+DbU0mEz///DOyLOPg4GD1P4yKiiLj5CGGFH+Jj+EcqQ5d2Okxg66pS2ih+R3ZpRG535swV0p4vPEADmlvItmZ6j4zOz4Ggz+79gzbtldg9zt13zt4wNh50GxIw+3yk2Dby5CySrRL298vPqg1ATd9nWyoB1kWVjyZe0RLNm2baNdaIYlqV/gAQRp9Wog2asLPUJhCA8IY0F5UgKPHX1/m9fWiulRU9g58Jixvmg6BAe+DX0sxl3n4Kzj4hSCSjl6iLd7hUXD2FqT4+HxRlSxNrz0lBbSYLNrRSYtBNmNqNJLCOSUYT6fj9sbruNx/X937l2fBnvcg7nvx/v5toeerolp+0e952f/eQ/vFl9bvNa+8gusjD2E0GsUYiCwzZcI4VOmbarOj14mKqIM7tJwsCGNQx2u2ow8cOMCxY8es3yuVShwcHDAYDKhUKiZNmoRarUZ3+DDF99yHubRUnNe991BeXs6yZctQKpW0TE7hSONQnAwGqtRqVCoVM2bMQK1WN6gmjhw5kp07d1JdXf2Hldq3ADaSeLtgI4k22HB7Uf/DY/LkyajVN9e+k2WZLV98SeSnn6K2s6fkvXfZW5ucMmHCBDzqGWdDnX8awJgxY9i4cSMqlQrHmmz6XHgPN1MB8S5DOaIZSaR2Dz0r5oFrKLmzwVxkRDNrIC7KuUjokSyfk91fEm3Bq33A6bTwU3fIT6x7ruMTMOB/DX3mtHmCSCb8Ij7Mo8dD37fBu9lNXR8bbgBVRcI+6NhckeZSXwEtKcGvtZhNDOoo2r+JsxsSRkkpfB1jHxLJN9eaSb1elJ4TvxPH5wmiF3MP9PmPuGHQV4nflX0fCtKrdoKYe4Ui2qOxSLJJWirM2C1kUeUAbe8RbemU1ZhqVBRuboIxrxK3d97G5a6ZDd+/IkfMbB75VlQvfVqIaMCWUxqo7Q1ZWeT36gPVwrZJGRaG764dnDx5kv3799O1a1daWvwMtXmCxB79RVR4QRiqt50lRimuYEuk0+lYuHAhJpMJo7FuVMNSTayf9GI8d46imbMwnjmDy2OP4vqvF8nIyBDJLb6+OMfFkxYSjMpsxqhQ0KZNGzp1Ekbjhw8f5ujRo7i5udG6dWt2795N586dad36jhrvsJHE2wUbSbTBhtsLixK5S5cutGrV6qaPk7X/ALqZd6E2GPCeP4+lZ89QXV1NSEgIQ4YMuWT7H3/8EbPZjLe3N+3bt2fTpk10CFIQGfcMDmYte92mkuzQjSa6w/QpnQ3uoeQvdcWYXoxT76a4Rx4AQw2SRcPQ4xXo99bVF5m6HhaOAXOtPY5bI5i+GXwi67Yxm0TFZutLYi6ucW/o/z8x7G/DX4PcRKEgT1lzaWtaaSeiAoO7iJ9X+nbhcWmBpBBzg7EPCR9Be80fX0/WEdjyvEifUTsJtXO354UxuMkoyODe98XcqqQUiuhuL0BA27qowE3P1Cno7V3F+s4fwHRqDwVrfTGVq3B/53Wc77rv0vfX5sG+jwRZ1FeAa7Ago+3ub0CIC2fOQrdtm/hGocD1tzmsPJ+JQqFg8uTJKOvna8uyUJonzBa51dVF12xHHz9+nP3791tN8EFUFJ2dnamsrGTixIloNOJ6m4pLKLprFob4eJwmjMf9g/c5cOQIx48fp0VkJOcPHaJcowGFAoVCwcyZM7Gzs8NkMjF79mxMJhODBg1i165dKBQKpkyZguJWKt5vDDaSeLtgI4k22HD7YKkGWNpD9f0LbwSmnBwyBw1BVVyM81dfkB8Zya5duwAYOXIk/rXqRguOHj3K4cOHAZg1axY7duzAmLyOgaXfg9nEXr+HSVG2oEn1YeGL6BpM8aEW1Ow+gX20M149M0CvA0Vt0bD7S9D/Ha4IkxGWTxciCAu6PCPmy+pXHXOOwtqHhG2Ja7BoWzcf8/f2N/wnQZaFWvrYfDg+V/hZAlZxCIDCDoI6CMJWmNLQykhSiFatpcL4RwzNZRlS18KWF4SiWxMkWtCtpojfF0u6y973xVcQhKvbC0J1D3BqhcgGtxiVO/tB+wcwHl5F4c/5mLRKPB7pi9NzX1++GlpdCke+EW3wyjwxMtHxUSHqcfEFoGb3boqmThfkFMicMZ3j4WF0796d6OjoS48JYp7y9LrLtKOn1LajO4AkYTKZWLJkCdXV1ZjNZmsyksWlIDw8nP7969KNzNXVFD/4MLpt27Dv2xf3b75i7dat5Ofn07VtWw4cEfGZZpWqwYiKxZhfo9EQGRnJkSNHrHOPdwhuLUmUJCkGcAX0wDXS2a1QAfaASpblLTf0hncwbCTRBhtuHyyD4b169SIyMvLaO1wG5pISckeORk5LI/v++2j/2qssWrTIqngcUy99AURb+ocffgCgUaNG9OzZk4M/PEav0jnosWeT56PkqZsQVhNHv9KfMDn6UF0xnopfVmHfyIzXkAIwGkCq/Szu/AzS4I+uvMCCFPi5W72cZAVMXdtw9rCmHH5/DQ59AUjC8qb3G39O1cmGWwNZFqT+5CI4saiODKochX2MJT5RaVebt1whxBoWWAhj+wdFhdHh5uInMRkh7jvx+1NdLGxrhnwOgfVi8LLjYd8HtYpos5id7PqcGGFQKEXlccOTdbY/bo0xBo6g8PUVmLQynkOMON73byGWutjEHcBQI0Qy+z4UBucqh1rz72fBMxyzyUR+z96YMjIwqtX8/tQTqD09mTxtWsNq4uVwuXa0XxuxltbTSMsuYuvWrdacdQt8fX3Jz89nxIgRBATUze/KBgOlL7xI1eIlqGNisPvmK1Zu24ZCoSA6OJj4M2fEz1aSmD59Ok5OTuj1eubMmYPZbKZnz57s27cPV1dXxo0bh3Rn3MDdcpL4NfDgDe1UhzxZlm9jltGthY0k2mDD7YFWq2XRokW4ubkxduzYm2rdmKuqKJw0BUN8PEkD+tPuow8pLS1lW22La+DAgTRu3LjBPlu3biUtTVia3HfvveQtf4aAk59Tbe/LGtdHkCvscXfMZEDJd9QoXTGHvkbZSx9jH6zDa2ixaAfL4jPeGDoB1d2Lr7zAvR8IRbLV99Ae7tsv5tUsSF0Pa+4XHn3BnWH4t9eO7rPhzoIsw4WDgjCeXCx+liDMvO1dBfmyzDUq7IRtjqGybn9JAX5tBfFpOQkc3W98DVVFQpxy+BtBBGPuhn7vgEu9KLniNNj/kSBcxmpwbywyomPuEZXChF9h07PWGxqzfSPyF6gwlejw7FeEY9sA6PtfUdG73N+r2SSqk3vfE7OckgKiJ0D3FyEghrIvvkT7v/c4060rKf370b60jPYvPH9952ch5Ud/ErOiunJQOyG3mMxqQ1/yS6vo2rWrNbrP3t4evV6Pp6cnY8aMafD/iyzLlP/vPbRffoWqSRMqPv6Q7fHxgkxWVZFTVgaAv6srIydPBuqiO52cnAgPD+fEiRMMGTKEkJA7wl3glpPE94HngDcvetPXgN3A9qs8r5Vl+Sq30X8v2EiiDTbcHuzcuZOUlBQGDx5Mo0aNrr3DRZD1eoruuRfd7zs4260rlXfPYvDgwSxdupSSkhJcXV2ZNGlSgzv9qqoq5s6dC0B4WCj9dCuRjnxLsTqYrX7PUGpyonHlUfqV/4hO4URe28+we/QN7IMq8RpcjISMbBaffTXVUTi8d+ryi9NXwezeIjrOApUjzNoBwbX2GboKMRcW/6MgEgM+ENFpd86c+bn7xgABAABJREFUkw03A7NZKKVPLoKTS+pmGD0jwD0UasrE7J2l0igpG2ZJI9W2pB8Us4TXSuq5GHknYOOTYjbSTiOU8J2eaFgBrCyEw1+LynVVoWgTd3hEKPM1/rD/M9jxGujKkc1QdtiDyiRnvAZX4RBQLIQ7/d65om8isiyshfa+V8/8ewB0ewGDYzQ5Awax7f57Uel09Fm4iIDt21B63MB56itF9TbuO8g6RJ46nFU+LxLqJuMRHE3CSfF36eHhQUlJCT179iQqKuqSw2h//Imy199AGRhI6puvk3zhAq1btyb5xAn0ta3r0b164RsVRVVVFfPmzUOWZWJjY4mLiyMgIIDhw4df/7pvHW45SXwLeEmWZeVFz5uBt2RZfu16nv8nwEYSbbDh1qO4uJhly5bh7+/P8OHDb7hlIxsMFD/0MDUbN1Hepze7e3RnxMiR6HQ6Nm8WH0qX+2BYvHgxpaWlKM167nLZhOrMWrLsIjnV+m3SsgqJyNtHT/N89AoHdjZ6jZb//R5H/2I8BxSLqTNZQpJkqjI1OHxfjOJyM5TZ8fBzd1GpAdFuRBLRfI17iefSd8Cqu4UKNbw/jPrZ5nf4T4TJKMQlJxYKtbQl9i+gfW01WRLJMHnHrnAASVSV2z8gZhidPK/vfWW5VpzyrFAye0bA4E8uJXWGalE93P+RaBMr7YTNT5dnwbOpIHm73gZjNYYSFWUH3XAZ0BQH+0ThHdmoB/R/Fxp1u/Jaco7WM/82i1Zx1+fYsyyVpOBgWq9cRUjisYb+jDeCnASI+56t6RJp9m0YXvolh71nkmcU857qWlubSZMmXda2pmrZckqeehrZz4/9Tz9JaVUV7dq1Iy4uDgDnsjImP/wwShcX642tvb09QUFBpKWlMWbMGHx8fG583X8ubug/0KvehkqSZC9J0jhJkrwkSfo/9s46PIrrbcP3WY27AEmAkCABgru7FS3aIqXurl/d3Y1SgSrF3V2LB9cQCCQh7rp6vj9OFIK1tL/K3Ne1V8js7MzZCdk888rzegkhvFC1hQghPMu2lW4HMFXeVmm7hoaGxu9i165dSClp3779tQtEu53sBx6iZOUqjEMGs61bV4Jr1CA4OJiYGDUezNXV9aKi8sTERHJycjA7Crgx/3MMp5aSGtyXFf4PkZFVSIj1OF2dM7AJM8v8HyFk7mbcQjPx61MqEIUeISQliWZ0ty6rXiBufhO+bq0EojCA2Uf9wR63QAlEWzGseAR+6AmFaTDoC5iwShOI/1b0BmV8PexbeCJF1aI2m6hG7sV8CzHfqChyrzfghi9V2tezcvVWacfvsvvg3QCY0gJ2fakigZdDCNXwdP9Rdez88zBjMPwyCNKPV+xndIW298ADx2HsfCVeY76FL6Jg1o1q9vMTKdDhUQx+koABmZC8H2uaUYm9hN/UDdGMoSqCWR01W8KoX+GhUyqimXUKFkyknc8MjDiI69oFpxDkvfkWye3a48zJubZrXLMFDP6SduOeRydgp89Yhpx7GqNDpfftNivFRYXlnw0X4jbyRvymfIlIT6f51K/RC8Hx48fLy1QKvb05/MKLSIeDFi1aAKrhzt3dHVAd1v80LhtJFELUAc5QXiRT8dRVbivjDS2SqKGhca0kJyezZMmSizoPrwbpcJD9yKMUz1+Ayw03EHvLRA4eOUL//v3R6XSsWLECoKoPWynTp0/Hpfg8AzM/xceRhrPTU/yQ2AA3dw/8Tq2lp+0HHMLIUv9HIc+NXmvfw6drjgq86AzgtGNNM5JfdDP+339fdWEOu2pOSVK+i3jXUc0LBckweraaxpG8H+bdpDpRwzrB8O/B/2/THanxV2IrVsbdh2cqWx17saphqNtDRQyDm0PyXjVD+swGZWB9IQFRyjC76Rhwv0IkKy9JWSod/En9X273gGqMqq5Z5tw21YByfBEgIaS9step2QrH3PvQJ61EOsFZokPvhrrByT0LCDVmr8crypfxUhRlqTTxzk/ZI9oQ4zmE1jvWUGPVjvJdPJ/7P7zuu/aoYlndYK/mtQmJn8FPOZ1A6PCwp1PPcpCo8e/hHVR9aUvxmrVk3XU3ia1acqB/P0JDQ0lJScFut2MsLGRodg7+r75SPhLQZDLh7+9PSkpKtdOc/mKuXyQR0AOrgNnAj8A0YD9KDE6r9Jheuv+Barb/Ldp5NDQ0/llIKdm5cydCiHKj26t+rdNJzpNPKYHYry/uH77PsZMn8fX1JSwsrDw9ZDabL0oz79mzB5/CWIZnvIOXIx3nwM+JC78Dm91B7f2L6GH/CSd6lvs/TKapNq32/VQhEPUmcNqx5erJWF8H36lTqy4sOx7e8a0QiK3uUuPZ8pNg2HSIuhF2fArftoesOOV5eOtmTSD+lzG6qkjf6FnwZJqa8d1wqKplXHo3TO+i7G2ajoPHkuD27coyyatSxDnjGKx4AN4Lgo/CYdv7UJBW/fm8QuDGH+H235Rn446P4bMGEDOt3JqmnNqdVeT7gWMqzZ2yX42O/LEv+uZDsLafijXDFb2bU0WQyrq6XX3hwI/weUMVLb/UWtz8oOv/wSPxRHcbgUlaiG3THO+BOUqdAPlvvEVym3bYU1Ku6bK2atUKk8nErrgsjCOn0bNjK0BSYAjE5gS3qVFKLBekXvRa17598P9hOqH7DxBy9BiJiYlEREQAYHN350BsLAXTppdHE61WK+7u7kgpy0d7/lP4PTWJbwDPaDWJWiRRQ+PP5PTp06xdu5YmTZrQufNl6pguQEpJzjPPUvTzz5h79cT/22/Yd+QIe/bsoUePHnh4eLB06VKAi0b7ORwOVn/xCH2yv0YgiW/9FpGDH2fp0qXIMxsZmP4JTr0SiGmmCEITDzBQfKksbgwuSHsJziIdaXOD8f7iO9wqG3PHfA+LbwMk6Iwqnbj+OdXZOehzFRVadJuKCPlGwKiZENLmOl1NjX8dJbkqgnd4Jpxeo6LRepMaw9d0nJqZ7LCpppiYb1V0WtqrHsM9GKJvVnWF3iEXn8PpVHY1a59RJQ+12sDAzyCsQ/VrKkiDXZ+r0X/FWeAWgMVtBAVzF+PdOhuDp1UZetuKAak6+B0WMHmoNXR87LJ+kHv37GFvTAzd9LtocOY7MlcGYE0um4EtcH/4IXyutgOaCnP+9u3b07x5cxYtWkRqaiog6Zj9C9HFWyosejo9Ab7hVV5v2bGD1NvvZPPECZT4++Hl7U1OTg7C6aTnZ18Q+snHrC0p5vz582pCk6srFouF8ePH/+5pUdeB6xpJrA4DgBAiTAhRu+xR+pxX5W3Vbf8d59PQ0PiP4XQ62b17N0ajkVatWl3166SU5L74khKIXbvi/83XOPR6Dh8+jIeHB5GRkeX1RgaDgSZNmlR5/eEfHqZ/1hc4hIml/o8R3P0u8vLycJ7ZyMCMT3Hq9KwoFYg4HXQ2zFYC0eiGtJcg7QbSFwdhaN21QiBKCbNGweJbAanSy0+kqAL983ug+0sQ1BS+aqEEYvR4uDtGE4gal8fFG1pMggnL1f+nIV+r5pCTS1SpwruBsPgOVcc4aR28ZINbNkDkDap7HpSp9Y6P4KNQeNMLZo+GpEpd9jqdssd58KQScCn74buOsGCyGrt3IR5B0OtVePScEpMmT8wZ3+DesIjU+cHk7g9GCiMgwaNmaaMWqgN50yvwcR3Y8rYaR1kN0c2aYTabiXHthbxnF4HP9MWnZ065kin89BPOt2iOLS7uqi5hkyZN8PT0ZN++fZSUlDBgwIBS+xvBdt8JbKj1NDIoWnV3f1of5o2HtIpIoLlDB2r89CMtV65COhw4i1Rto9TpODB8KFn33kfT0k5su92Ol5cXVquVEydOVLecvyW/RyS6opRoPKpesewB8OAF2y7cfvoPrFVDQ+M/wvHjx8nNzaV58+a4urpe+QWUppifeZbCadMxdeyA3/TvEC4uHD9+nJKSEpo1a0ZaWhrnzytfuqZNm1Z0MDqdFC99lObnvqBA78/igKcx1euGp6cnSRt+YGDW5+CUrAh4mFSTSitFFW3By5mBMLqX+toZyFjqh8Piht/XX6njWvLhg1A4Nk9932wiPBynJqWcWafMkZHwQy8oyVG1hzf+9Mema2j893Dzh9Z3wi1rVcp50Ocq6ndsPsy7Gd4LhBlDVIf8jT/C80Vw/zEVIXPxUcew5iuj7G/awasm+LYj7PteCTYXb+j/Adx7UE1iOfADfNZQpa3t1ovXY3KH9g/AQ7EwejYubaLw75lOwV4Dqb964ajVT9npWPOhZivVUQ3qd2Dd/8GHoco31FpU9bAmE82bN6egoIATee4wagbunx+hxifDMQbZQYJMzyTzhs5kP/8kV8qU6vV62rZti9VqJSYmBrPZXCVrEUs9Dnf4FiathfCeyqj7y2iYNwEyT6k1tWpJ/Q8/oMFv28mzWvEs/UzJrFOH1JAQzI89gZ+3qudMSUnBZDJx+PBhnBem7v+m/J5088NAO6AAKLrC7qAEpRklLgOllDdc6yL/rmjpZg2N64/NZmPmzJkAjBs37qrSMtLhIOfxJyiaMxdz1674TfsWnZsbTqeTmTNnYrfbufnmm1mzZg0JCQnodDrGjx+vBKi1EOZPhOMLSDWGsyXkcbKsRvr06UMd5xmcPw9CIthiH0dc7U4ACKed8SlP4mbSgbUAiSBrXRAlp414v/0mHhMnwplN8FMflQYUOhg1SzWlLH9ARSYaDAV7kRqDVqOFej6gwZ95aTX+a+SnKHubY/NUU4t0KK/F8J4QNVLVOnoEq2aVmGmqg7ps7F5lvOso4+7Go1WdYuxSWPmosszxb6BGQtYfcOl1SAmJOyj++gWyph9H5+okcIIZQ7CPik7qjNBomPpdPLWS8h5Ys5eac97+QVWbifp8+PXXX9Hr9VXHcxbnUPDOg+R+twGcAmFw4trEjvsLP2DqeOm1SSlZuHAhGRkZ5fOb58+fT1ZWFgBCCCZOnIiLiwsk7lLTauJWqevY8lbo9gL41KZ41y6WLV1KVmho+bHNQtDr1dfJGDqE3c2bARAQEEBGRka15v1/EX+OT6IQQg9YgEVSypEXPPcxyij7+dLvXwSaSSlHXcti/mloIlFD4/qzd+9e9u7de/l5rZWQNhvZDz1M8eIlmHv3xv/rrxAuLgCcPHmSjRs30qZNG8LCwliwYAGgooidOnVSfxxnDIGUfZxybcsmn1tw9fTF4XBwc+dQxA/9sOsM7E3rx6HmN5SP4OqUPYMmjhiEtQCQ5MVHk78mG0OTxgStWolY/aTykwNlPvzAMfXHeOMratJFzTaqmzk/SRX8D/gEjC5/0hXV0EBNWTmxGI7OUzWMDisgoHYXdfMSdaPqPi7KUsbeuz6H9CNcZFpicIE63aHRCMiOU/WHtiJoMAT6fwj+kZdfxq/TyH7yZfQeDgJuSMXg76pqEgtSSuc5P6AiijHfVviHmjyg05NqGovBXF5L2LFjR6Kjo6sc35GeSsbQgdjPpQMSl9rFuHX1w/zAL+hqt6t2TWUuCuHh4fTt25eUlBQWL15c/ry/vz8jR1aSPfGbYf3zcG6LSpm3vgu6PU9mzAkW7d+PU2/AaVTitUFuHhGffMrGZ5+hpNINb40aNRgyZMhlr9WfxJ9TkyildKAihzkAQojKt/eNgV6Vvs8HRggh3K9lMRoaGv9tioqKOHDgAN7e3tVOPbgQabGQdfc9FC9egsugQfh/+3W5QJRScuDAAYxGI02aNGHfvn2Aigw0a9YMkvbA120hZR97vYay3ud2QupEUFBQQOuAQnQ/DsCBYLn/Qxxt0BtXew4IQZAljib2vQhbISCxeg8hf0026HT4T52CmNK8QiDW7QlPZyqBuHuKEoheYZB6QI0zG/49DJmqCUSNPx83fxX5Gr9UdUnf+IuKJJ7fAysfgY9qw9TWarJKSFu47yA8WwAjZ0BYFxU5A2WMHbcKlt2jZjybvVW6+OQS+LIJrH32kjWFAG433Ybvxx/hKNCTsSEKh6yhBCJCNbFsfg1OrVC/F/0/BPcgsBbAxpfgbV9Y9TiNG0Tg5ubG/v37sdurNuPoA4MJ3h6D16svg9BRcs6N7NlFWF/riuPjVhC7Qt3sVaJmzZrUrVuXM2fOkJKSQo0aNYiMrBC7mZmZHD9eyTOybje4dRNMXK2yALs+h0/r46/bQcfwOkogSglSEuvjDd26Eb52HVJKpJR4eHiQnJxMenr6H/qR/hVcUSQKISp7T5SgookAC4UQXwshvgbqA5GVvh+AUqs/CSF+FUIsFkKsFUL8JoQIuN5vQkND499BTEwMdruddu3aXXE+sywuJvP2OyhZtRrXG0fgN+ULRKUpCfHx8WRnZxMVFUVhYSHx8fEANGjQAI9zq2B6NyjJ5kjjF9jrcQN6gwGDwUBNy0midj+CtNpY4fcQ2Y5aRDh3UWzwIcAaz+CcLxD2YpBOnJEjSf9EGeR6PjAOwy9NIa3UMLf/hzB5vTIrPjJHmRybPFQ6z6cO3LETWtzyp1xHDY3L4uINzW6GsfPgqXQYM1c1TGWfUTcyX7dWonH1E6pmcdIaeL5YmblHjVTCsIyCZMiKVf92WGHrW/BhCGx+CxyO6s6O26iR+Lz7Do7UHNJX1MQxYAZE9K2YWZ19GhZMUnOXR/wIYxcqr0d7MWz/EMO7vrTQHaG4uPiSljKet99OjX17MUREIG06MpcHkjPnLM4fByG/aFI6k7rCU7Jdu3YIIdixY0e5eb/BYCj/HNq8eTMlJSUVJxBCrfmOHTBmnvKfXPs0UacfI8JUrJ4XAiklu0cMo25aOoaSEvRCkJ+fD/wzzLWvmG4WQpwGTqF8Ej8CZkkpHxBCxAIRgA3lWCSAyhWsZsBJVSEqgTAp5fnr9g7+h2jpZg2N60dubi6zZ88mKCiIoUOHXna6ijMvj8zb7sC6fTtuN43D5523EfoKVy4pJfPnzycnJ4ebbrqJ7du3ExcXB9LJpNqncdn5HrgHYx05h+/XqtmtXbt2JW79NAZkfIbOYuVQfFd2dr+ZtvnzOenaCZMsYVDmJ5iEDeG0I+v1JX2mHtuBw7h30uPd5KzK4xhc4K69EFSaKo9bCz+XdTrbodFwFUGszpxYQ+N/icMOCduUafeJxRXiz+gOkf2hwWCIHACeNSEjFvZ9p5pdsi/RTSz0qtEl+iYI76U8GCtR8P335D73Aob69QmYOxu9MxV2fKI8FCubgod1hn7vq9+tZfdD4m84MDAz+DXsenduGtYfU/Cl63nzp35N3utvKEsfvRO/Phm41raCRw3o8IiaRW32ZNu2bRw5coQ+ffpQr1499u/fz65duxClYs9oNDJ58uTqP5vsFtj5KWx6DavNxuzgNyjSeaC3WHGYjPSIiiLhhx+Ja69S3q6urpSUlPwvzLWvX02iEMIXyCz9tmzHI8DrwBYpZXLpflOA/lLKeqXfC6AQWASMBzwA99LHaSnlP6Ot5wpoIlFD4/pRNp1g6NCh1KhR45L7OVJTyZwwCdvRo7jfdiver7yMuCDqeO7cOVauXEnTpk1p3Lgxs2fPxuQsZLBlJgHZu1RH5dgFzF69g5ycHDw8PGgfVEjtbQ+gszvJXOrLxglPE+VYjpszl0MevRmU+SkG4UTntEKNFuQ7biHvzffxG5iOS6hVffIGRME9+8FQGtFM2qNGkTks6g9mn7eh0+NVZ+JqaPxdyTihxOKJxWqsXtmf7uDmSjRGDlACzl6iah33T1MWOtVNfQHwqg3hPZRVT52u4N+Agm++JfeVVzFERREwexZ6P181SnDv17DzE+XPWEbdnjDoM9XQsvQejiUVsMVnPG3yFtLKMxX6fQjh3as9tSMlhfQx43DExQESvbcd/8E5GN0s4OoHHR+juNkdzFywHBcXF8aMGQPAnDlzKCwsxFEaFa1Zs+blawkLUmH9C6QcWs/igFLPRikxGgzcEBjEovNJGOx2bGbl79i8eXPat29/lT+Q68L1bVwpHc1XH2gJvAYYS09SgBKBvwKDgJuklP6VXncECJBSBl/Lgv5JaCJRQ+P6kJaWxsKFC6lTpw79+/e/5H62uNNkjp+AIyEBr6efwuPBBy66q5dSsmjRIjIyMrjpppvYvXs36Uc20C9rCt6OdGgxGW74knPJ6axcuRKACW29MS+eiAMDWYu9yQtpg61LPo2KtrHK9y765ExD4ESPA51XKLYeP5I+9maCbzyP3qX0M7TdgzDo04qFpB6Gb9qqP6CufjB2gapl0tD4J1KYAXGrVfdx3KoK8WbyUFHCiFLR6BsOyfvUOL0TS1Q6+lK4BkCdruTHmMn7ZSvGxlH4z5qJ3s9PPW+3qs7sLW9D2sGK19XtCUO/weniz6wZP2KxO7kp9VnMsljV/PZ4WY3901/sjJD/5RTy3nq7dHqMxFTbgv9AJzpnFrj4sL/Bc+zK8KJDhw40a9aM+Ph4Vq9ejbu7O4WFhQDlz12W5P1sWPIrsUTgYs+lxOBNRFgYjrg44kvLYoxGI0KIv9pc+8/pbgYQQhShRvR9CAwDRgNNqYgyukgpbaX7rgD6Aa2klAeuZVH/FDSRqKHxx5FSsnTpUlJSUhg1ahS+peazF2Ldt4/MSZNx5ubi8+7buI8bV+1+iYmJLF++nKioKJo3b87u6U/QLecHJfAGfgpt71VzRadNw+Fw0NHzLE1PvkuJcOHgue6EbTuFbpKkhuUkh9x60Kj4NySCeLe2NHAcQU7aQO4jN+Pd6ChCB1LoERNWQkSl2dKVI4iBjZXPmmfNP+HqaWj8D3A6lXXNqZXqkfCbstcBNS0ovJey2anbU0X91v4fxHytbpguQf4+T/L2eGMIMhLwf4PQN+kBoe3BK1RF3hN3wvoXVWd2meSo3YVTzV5mfUwcrXxzaHPyVbApIYfJA9o/pNLJF8yrdiQnq6ji6TLrZolbOxM+nR04CpKZFfwadqM340aPwuTlz/Lly0lKSkKn05X7G44ePfqSn1Xl57HZ+OGH6dgdEg9HBoV6P7q3jmZjzFFccvMo8VZ+qJ07d77I2P9P5E+zwDEAq4FtUsoXKm3vAnwM+AKdpJSppds/BVoDz0spN1zLov4paCJRQ+OPc/bsWVatWkWjRo3o1q36SFvJhg1k3Xk3SInvV1Nw7dun2v0AlixZQkpKCuNGjyRn3n2EJcyiSOdFydCf8Wuh0kRbtmzh2LFjRBVvo0v2T5TovFni9zCtvptP3SFxGHRFnDdGEmyLxy5MrPK7j8E5n6GbtBbr9/dhdB5CCHAafNE9fgZcK9UXHluo5tdKh4qs3LS42oiGhsa/hpJcOLNedQ6fWacaT8oIbKzEYlgnSI5RncAOi2p+sZdUSU3nH/Agb5cPBh8bATeko3dzgmctCGmvBGNIe1VHuOk1ODobnHYkcNSrH/u9BjNy3C24HJ4Om15VYwFBlXk0GQNdnoEaVaN/eZ9+Sv57H1SZSe0zuQVJNfVsNA2iWckWOrRpQVbkTcxbtAwPD4/yphO9Xs/kyZPRV6qFro6jR4+ydetWDA4Ldp2BAFsiRq9aJBfpQadDAN4+PowePfqyddjXkT8vknjJgwhhklJWY7v+70YTiRoafwyn08m8efPIy8tj3LhxuLtf7JpVNGcu2U88ifBwx/+HHzC3aX3J45X5nTWoW4uuZ15Bn7yHFGMEBxo+R/9RtwJQUlLCjz/+SNOCtXTKm4PDGMQc7wdxO5vBDYYv0ZttJBsjCLadwaJzZ5n/w4SVHKF9r6E4Vz6JzpKBlGApCMX83tmKekinU/1x2vSK+r7ZBDU9RUPjv0bOWWXefWa9euQnlT4hIKCRuoHKPKkEXNOxSjDGb4KsWAoOmsnd7oPey0bgDRnovfWlno6V8Kuv6iLzz8P53eC0USLcSPduTdiAJ6D+QDUdZd1zlc4N1O0B3V9UX0sFmT0piYwxY3HEn610fG+2P3I3OXY9Y9JexMvNha31XuRoumo4KS5W/o2+vr6MHj36spdCSsmMGTMoLCzEPT+TQk9/GhZu5YR7F9yyMynyVVV6gwYNIrSSEfefyJ87u7nUVLsK/0WBqKGh8cc5efIk2dnZNGvW7CKBKKUk7733yX7kUfRBQQQumH9ZgQjKQkcALfc9jD55Dwfc+7E04DGadKi4mVu8aBEt85fRKW8OTo9wdpzoTInBnT6m79CbbaTq6lLDdpoinReL/Z8g21CL1g1qIRffUS4Qs7YEYnh4W4VALMqCX4dUCMTmtyjrDg2N/yI+daDlZDUC8LEENft58FQV0SvOVAIRlFg8NEMZZwc2gjt24vHJBrxvboYjz0j60kDsOZVsdIQOjB6qOeTYXEj8DZw2nIBDmAjL2YKcORzeC1KzpR84pux9/Es7n+M3qhGYU1qoRhunA0NICMFbt+Dx6CMVDWVZudSfNhunMLAr8mVwWGhz6DFMskTZ9JQG17Kzs9mxY8dlL4UQgo4dOwJQ6OmPsaiQUy7t8bKlYPUu7WqW8m9rh/N7ZjcnCCFeEUKEXHlXDQ0Njeqx2+3s3bsXFxcXmjdvXuU5WVJC9v0PkP/xJxibRRO4dDHGBpcfWZeadI6kpCQiinbiSR4rAh5mp/dI/AJrEBKiPq7OnjlN43Nf0TZ/MQ7fxiRPg6SmTRmW9i5uxgKKstwIdsaTr/dnScCT5Bpr0MyxB8PeLxDSgdMiSJ0RjGnkyxhq11YnTtwFU1tB7HL1fZMxMGya1sGsoQHq98C/PrS5C0bPhCdS4IETMPQ7aD5ZpY+dNjVn+utW8H0PPFro8LmrB44CIxkbmmKvMxH8G6rIo60ArHmlx9aBqz863whSvduy1XscNmGqmAH9lheseRrq3wDdX4LA0rq/tIOqJOSTCNjzNcJuwfuJxwnauhl9aTQvID6eoJMnOZ1v4lydj3Dp9iStC1dSbBc0tu5U5vrAwYMHSUlJuewlCA8PL7e5sbt74NAbcRbqsevM+FkTQAgSEhLIzc39E34Af4zfIxJ3A88CZ4QQ84QQva/zmjQ0NP4DHD58mMLCQlq1aoWpkgm2IyODjDHjKF60GJeBAwiYNxd98BVMEtKOELNkCkgnLb2z2NXqaxJMyqewVatWyufMWoRz9miaFm4ky6s5adOcZNWtQX/LVHydKVhSjLj5FZFtqMHigCfINwQQXrSHdmnTALAkm0j+uRbUborHXXeqaML2j1WDSl6iWke9fjDiJ7iCEbiGxn8WIdSM8la3wYjp8EQyPHJWRd/1ZtV4ErsUd/kzvt0ycaRlkP7WRmy6aBj4Kdz4M7S5R6WthV5FJrPjCM9eS6opkl+D3sTqGa4EJCgPxx0fqSh/+hFwCwCX0u7p3LOw9G74MBS2vIUx2IfgHb/hcd+9IASN1qwDp5OdB4+T9tE+Go54B299MSeNLRme8TZeTlX3uHTpUmw222XesqBVq1aAypDgdFLgE4ihpIRio395ZPLgoh/+vOv+O7nmTzIp5TCgLvA20B5YLYQ4LoR4WAihucNqaGhckZKSEvbv34+npydRUVHl220nT5I+ZBjWvXvxuO9e/L6eis7N7dIHcjpg2/tkfDeMBF049bxs6EdM41B8BgB+fn7UqVMHirLI+6ID4cUxxLm2pWSuC3qZRf22B/BypFGc7oK5ho10Y22W+j2KRbjTOWcGfXO+AQQ5h0PIWFEDnALfd95B2Ath1khY9aiaSCEdUKutmmBhMF16vRoaGhfjUxtGfA+PJ6mOZJ2ae+zWqTZ+N4fiLJakf/Ab1mkPw/wJsP8HJfbaPwR93oHmtyACGtKmYBkWvQc7dR1LPR0FF5XgWfLBklN1W3EmrHsW3gtCzJ+I973jCNq4Hm+jkdox+8iuU5uEggLSuw+hhcMNu87MtoDbGJ3yPAanRdVWz51z2bcYGRmJi4uLanTR6cDhwGkwUCzcCNSpru+TRVAy935wXFpw/tX8rttdKWWSlPJFoA4wBkhE2eIklY7ma3kd16ihofEvY9++fVitVtq2bVveHViyeTPpw0bgOH8en/fexfu5Zy8yya5CxkmY1hXWPEmMz3AAWva7mX0HDlLWkNe6dWtEbgLO7zrjnXuIA+59yY1tiskRR8DQDAzCSra9Bq6BJWSbG7Pc9yFMWBiW8Q5NijZhNfmRmzmWwu0CHE7cJ03EXFOq9PLxBapjsyhd1TyNXwbmv3RygobGvws3fxj4Cdx/DJqOg4zjuLrtwv/uaBCuZKwOpcR3svq9Sz2oZqSvfRoO/AAlOdQOq02wqZDj7l3JDWhfKjYvaM51WJSANLiryH94b2WXAyrtfegX+DQC49z21Hgmkra1stBbLRzv0xunlHi88ipBycmcMzRgZeCj9Mv+CqQkL7+AbStnX/KtGQwGmjVrhsPhUJ95ej1OgwGcTorT1Rx4h86FU2eOIaf3gNzEP+kiXxt/KCcipXRIKedJKfsAjYCpwI3AntI5zROEENpttYaGRjn5+fkcOXKEgIAAIiIikFJS8PU3ZI6fCID/zz/hfvNNlz6A0wHbP4KvmkPiDrJaPUO8vgF16tTBaDRy8qQqivf19aWuax581xFd5nG2e43msHEg4acW4t8/A4fBSI6hBn6GFKz6Fuxx60pEyR5uTH8DP3sSR7z6Y4+aSuH8rWAwIAID8BrgC9M6q47J9g+pekTPWjBx9UVebBoaGr8T/0gY9SvcHQOR/XGxr8C/fzLoJJkfbaI48HF4OhvuOwLDpqv0s0dNROxS2p//AomOPY5oVcfYaIQSgt61qRJVtBfC6dXKssezFnR9HupUsuAqyUIc/hV/5tKyZCWF/v5kjG+IR3Q+0RtnI5xOsg2RrPS7jyhXVZN45Gw2KbMehKJMqiMqKgqj0Yi5dNoKADodBQEBBCanArDf1B8St8PUlnBq9fW+stfMdSuckVLGSikfB7qhZj13QM17ThRCvC2ECL9e59LQ0Pjnsnv3bpxOpxpFVVJC9sOPqrFc9eoRuHQJLl27XPrFmbHwfQ9Y9Rh4hsCtm4hxU2XRrVq1IiYmpjyK2CU4DzGtK87CdNb63sEht14M3PA6vj2ykXoPinReBNgTKXG2xeolaZW/lC55M7EKV5b5P4ah62vkPP8ymE0IYSVosju6DU+piQ7DpsG+aSpyOGGV6ubU0NC4vtRsCRNWwC0bMLeMJnBAIjqDhay77qZwxo9qPnrLyTB4CtwTA/+XR43x0wnzsBHn2pYMm4uK+J9ZB7nn1AzqoOiKmsQyMk/Cltfh7Gb1+x3crKKmEYgu3oibM4+DdQbg2tFCRPejNC7cSJEQ1C48QlaxwN/LDYRgaU4j7J83gf0/ltcalmE2m4mKiqKoqAg/v6prkAUFICVFrr4cOdoBaSmGnwcoA3Gng/8V100kCiH6CCEWAQeAcGAOMA5lwP0wECuEWCqEGHS9zqmhofHPIiMjg1OnThEWFkYNnY70UaMpnjcPlz59VAdzRL3qX2grhg0vwZfRcG6riuLde4Ac72hOnz5NWFgYJpOJ2NhYkJL2ji3UWH8nUm9kmd9DnHFpxYBTn+DXMguHPgBbiR1vZzrJoi0upiO4ZR/E355EvLkZ8wKeI929MX4ff4LMycXoWUDw+HwMOdug8SgYPRtWPgpOO9y0BIKb/rUXUUPjv0Z4D7hjO8b7ZhM4yRO9u42cp18g/8kxyJL8iv1MblCnK+36q2lMuxu+Co8lwph50OlJJTqzTkFJVjUnKY0y5iWoVLZ0gt4ECIyOItrmLsCi92Bv4APk7femaexqzI4C0l3rMCjlDQaffIBeOdOJKN7LMvfJsPAW+KE3ZMVVOUvTpk3R6XQYDIYqRtwZkRH4nz4DwNGofqQvD0MGRMPm1+Cnfmos4v+APyQShRDuQoj7hRDHgFVAW+ANoI6UcqyUcraUcgIQBjwPNAaW/NFFX2+EEPcIIU4IIUpKm3Du+l+vSUPj38jOnTsBaOHuQdqgwdj2H8DzoQfxm/4dOk/P6l90chl80UQZVftFwq2bVd2SyZ19+/YB0LJlS2JiYtA5rfTI+Z7mqT8jAqPYGP46mYZQBqZ/Sm2P4zh0tRDFmRhNVhKNDaghd4O9CCcGNvlMYrXffZQYvIhwOrFu2ohn22ICh6WhM1tg4Gcw4BOYPVIVuo+aBXUuE/XU0NC4fggBUcMxPH+EwM+fwRAAeTO2kzuiIXLLu2AtKt/V39+fyMhIEhISOF8goPGN0O9duG0z/F+uSmPfMAWaT1IZCaC8drFSBFGZeKvt9Yu342dL4Ki+LqJTADKnFvVXb6JQ78tWOY5C4U5k0Q565kxnSPq75LnUgfgN8GVT2D2lPKro4eFBZGQkaWlpVUfxCYGhdExfTkgtsgvNZGyuj2x9tzIk/6YdpP71Xoq/SyQKIeoLIT4BkoDPgAzgZqC2lPJlKWWVid5Sygwp5dtABDDkD675uiKEuA/Vqf0qqq7yOeA1IcSj/9OFaWj8y0hMTCQpKYlwgwHnLZOR+fn4fTUFr6efqr5BJTsefh0OMwar5pB+H8A9+6BOVwDy8vI4deoUtWrVwsXFhaQTexmc8SENincgGwwmo/N7pKZnMDz9bULtx7GL2ujs50EnsAozobaTCKBEuDEn6CVOuHUu9zYMn/ouAcOy8GqRidMcgrhrF0TfBD/3h5x4GPI1NBr6V106DQ2NMnR69H0fJnDDfkzRdSg8qCfr6XeRH9RTtco2NQ2lTZs2CCHYvXs3VSbL6Y0qotj2HhjxAzyeCI8mQJf/A7fA0q7oCxHokLTPm49DGNlj6opPoyO0b74Or6xk4gLbcXZNJOtSJnAsrRNnXZrjZjmvXmovgWX3waeRELcOgGbN1HjA3NzcKvOf0wID8U1LB+DUmNFYt+0k/1Qj9XmTlwjfdlRjP/9CrnksnxBiBdAXKAFmAF9IKQ/8CWv70xFCGIFk4GEp5S+VtvdCRTzDpJTVxaUBbSyfhsbVIqVk/rx5ZGdk0OOTz/Dw9sb/u28xNml88c6WAtW1uPUdsBdDk7HQ/wPwqurfv2nTJk6cOMHgwYNJ3L2YxgeexcOZTXbjO/Gt3YQVO07SM/d7zM4i7M5QjPpEnDaBzqg+8yQg9a58F/g+stRyAyAkK5aBeR+gM0mK0urh+uEBhJAqdXR+N/R9Dzo/8WdeLg0NjatAWixkP/oYxYsWY6op8euTjD4gWM1pbn0XW3fu4ejRo/Tr14+6detexQElHF8Ia/8PMk+AwRV0xgrzbmCZ/yMkmRpyY/qbBNgTcKLjsFsPMgpDaTh7PQV6X2JGj6Io2I/a9hP0rpGF7vh8JRZBNdC0vZ8NmTWJTS3mhhtuYPny5eVCNtjHh9ScHITDwYA589DFxhIwaybmELuy3SpKh56vQrfnf69h/587u1kIEQtMAaZJKXOu6cV/M4QQ3YFFQICU0n7Bc4eA96SUl5ytpYlEDY2r48SOHWw6eJB6v/1GC7sDv88+RVfpDhpQ3mB7v1Gmt4Vpyix30OdQ72K//ry8PGbNmkVwUBC9/c5gXvcUINlT8y7aeacQdzyeCPZjx4iwemE0pSNlxWeqHQN6V28W136X1Hz1q6/XCRwOB+PSXsC9IIfsLf54T9+EsV5t+HkgnN2kPph7vfYnXy0NDY2rRTqd5L39DgVffIm+pi8BA9IxGFLAM4SiDv/HzBOueHp6MnLkSHRXa3LvsMP+6bD+BShMBd8INRkmaReZumDmBT5HiPUEgzI/LldcErBhQuQ4yD/qyZIhz2Exe+Hv4cHIcWPVTe/m19WNLyARJJvqU1BvOFmhAzl49GT56b1MJvKsViL37afhmrXovDwJWrsGvS4fZg6HlP3QeDQMnw6mi+fdX4E/d3azlLK+lPLDf7pALKUxcPBCgVjKTqB5Nds1NDSugcJ169i1ZQuG4mKaRzfD/8cfqgpEKeHIHPiiMSy/X9UEDf4K7j1UrUAE5bOodxTTJ/9H3Nc9SrHeiyUBT+BvOYNt3xLqE0OhzhvpNGE0qfSNEOqDPN4czQmfAWTeuEwJRCkBicMpCS/ZhynJQdqcQEw3PokxIhxmj1YCsd2D6g5eQ0Pjb4PQ6fB+9v/wfuM1HCk5pC8Jxhr+BDhtuK15gKaF68nOzubUiSNXf1C9AVrfCQ+dgu4vQkEyJGyDsI74txxOA2sMSeYoElxbAGDDCIAJK0YfB36dcpiU/iRD0t/DLW0be7/7Dro9q+ZYR41U5zC4EGw7Q4Pj79Ju0xD8nWkV53dxAeBMVCP0ISE4U9PIeeJJpHdtuG2rEohH5yif2Lzz1+MyXpLr0t0shPAQQvhdec+/Hb5A+iWeSwUC/sK1aGj8q5BOJ3kffUzMl1Mo9vamWUgIgY8/VlF/KKXyAfu2A8wZAwWp0PM19cHc5m71QV0NeXl5pB/ZwOic93A7NZ+z5mYsCHwWvbQTkboKs6uNHH0g7s5czLr8chcKaXBlq9c41vvdRf2bP2LD/nPqCSHwsaky6sBjp8lc5YMurCGe998LCyZC7DJoMRkGfKzNY9bQ+JviMXkyft9+jSwoJP2VBRTV/QT6f0hzy2+YnYXs3bgcx6a3oSTvygcrw+wBPV+BB2Oh5e1wdgvs/pzOgTl4OTLZ6TUCJwKjuz/7AsZz1tys/KVCBzVtpxiY8yVNzz9M/qONkQXZMGYODJuOEIJEUxRbvMdT7BpC3/SPMTgtGJwW8vLyMJuNOFxcOOvqir5uXUpWrabo519U5HD0LOjxCqTsU5+fqYf/hCuquF4WOD8BaUKIascNCCH6CyEWCyE+FEJcZsbWX47gIjv2Sz8nhHhMCJFY9pg7d+6fvkANjX8izpwcMiffRtZnn3OqR3fcXVxoMXy4elJKOL4YvmmvGkGS9ylLm4fjoPvzV0yfnF/2JsPT38TDkkxs7VtZ5XcfHvYMBmV8gs7opFh44ONIR0dFAboM6UC6DOCYR08iIyPJsLmSk5WBkHYMziJyDcHo7VaCjtvBasPn3bcRax6GI7PVnf+Qb7R5zBoaf3NcBwwgYOF8dL6+ZD/yJHlb7JgePEyLUBfy9b4c2bUOPq4LG1+B4uyrP7BXLRj2LdyzHyL6YTw+hzHprxBRuJPYZq+ArYCorEWs97uDZYGPYy+NLIISEWZZgqf3MfiiPs5Po8HsDbfvIMzLSaI5irnu9+E2+icacBK7zozBaUEW5wIQN7AXjvh4hI8PuS+/gi02Vt2s9ngRRvwIBSnK4P/0uut6Lcu4Xp96BShRVXiJ588Cg1F+iX8nkZgF+F/iuSBU13Y5pWn20LLHqFGj/vQFamj807AePkLaoBuwrFvHuTtuw2Y206Z9eww6AYdnw1ctYOYw5UXW9j54KFZZ2lxpYklJLtZZN9HoxDvYDN7kt32KDbZ2eDnSGJHxNnqnDQm4ygKkVFrUbvWF9g8hknZwLPBGAKLDPDm06EOk0COFAS8kUugJSs1Axp7CfdIEzJm/QMy3EDkARv5yyaimhobG3wtTdDRBy5ZgbN6M/E8+JevBx4jqMREPD3f2+Y3G4loTNr4MH9VRDSqFl0omVkONZjBxFUxYCf6RtCpYTujRT7D3eR/XdnfSsmAlScYG/FDzIw5534CU4qJoky77CMy+EaZ3Qxc1nOZeWViEC7GrvqRF1wEI6cQuTFh1brg5cih0cUc/2gODKVM16tz/INJiUQdrPlGtBaGMt/dfsoXid3O9RGIJ4JBSSiFEndKRfPdVev7Mn3DO68FRIFqIanNI7VDG4BoaGldJ4azZpA8bhuN8MqY33yA2OBg/Xx/q521SXodzxyoz246PwyNn4IYvrm5ayel18GU0pmMzOWuOJjekN7tiM0Do6JU9DaRE6CsqsqUVCgoGYeh5F2LXp1hqduCcvh69rYuxzr2Fs4aGIJ3ogGyp6n/qr16DrkYw3h1yYddnULeHMuE1mC+1Kg0Njb8h+ho1CJg3F9chgylZtoyc0WNoXb8BFgfsa/sN3PgzeIXC1reVWFz52LXV9kX2R3fPfs63+D8MjmIMy++BlH00HfIQHjoLINnuPpSD9R7F7tq0XCXKyh6MlhzY/DpRcZ/QO/sbTotI3OcOo73bqfJdivQ+SKEntk4rgoYlEzA4A13uXvLefqfiOPV6we3b1GjBhbfAxlcvmvTyR7iiYCudpLJbCLFRCLG+0uM3IcRRIYQPYCl9gBKMHVD1fgBIKS2A9bqt+vrxW+nXKt6NQoiuQD1g6V++Ig2NfyCypITsp54m57HH0fv6EThvLkdrBeBwOGh37mN0y+5Wxd9dn4NHzkL/98Gz5pUPbC2C5Q/Cj32Qxdls9p7AYc9+GBK3cdq1DXWK9hJkiy/f3Ykg43ggefqn8ewaBNvegZAOpAd0Y3Tys9TLWM4W31vUh6jQ4Z2RgdTrcSssxPPcWQLuqoPYN0XNcL15qZrgoKGh8Y9D5+qK75df4PnYo9gOHsLz7nvwd3Pj8NGj5NUdAvcdhtFzwL8B7PgIPqkHy+6HnLNXdwK9gRpDX2dF5Mec8OiOjN+E4ddBDHLfjV7aMWIlprg2dnsy9tAxFEmv8hIYe74OZ6kiEtJBRPEeBmV9jEXnQbO4DwiwnatyqmPu3cjxHYApqJiAgRm4pr2Odd5bFWIwqAncsQNqtISNL8HiO1WH9nXgihY4QoieQOVkt4QqXd/uKDPqW6SUvqV1iXnAk1LKDyodJxPwAfyklLnXZfXXgdKI58vAvcAeoAXK4uddKeXHl3utZoGjoQH2c+fIuusebIcOYe7WFd9nJpF7bDbzcttRwxrLYLkE0f4haHELmC8xVaU6ErbDglsgKxZqteE3Z1sO61owNP09Dnr0xtd+njb5S8rTOQmmxhw634WuDerj5bsG4lZDSHukrRCRdpgivQ+xrd5mZ1Lpx5eUGIuLsbm50XTJUlo2PIerxwGo3QXGr1BF6xoaGv94ihYtIuexJ0gPDWXn+JuIiIigd+9S5wQp1VSnza9B0i7QGdQkli7/B/6RVzz2mTNnWLNmDW1DdLRMngaJ2ykx+PCb5yhOubShqXM/nVK/wq4P5pC5Bc2LVqNDIp1QdMYVg5cDc2DVGJodHT8Fv49NX1GfHRYWRue9G9Ad+BL3hoUIA8jAaESvV6HhUFUzbSmAOaPh1EpoNBxG/gpGlwuXfN0tcFTsVNnFRJVu80aJKfV+Kh5QETG8UMaWXPD1b4GU8kvgReBN4CTwLvDKlQSihoYGlKxbT9rAQdgOHcJzdEf8Ox9Cv2Agu9LckEJH+45dEQ8ch/YPXL1AtBTA6idhWhfIPQdhnclOTeKwaEZoyRHcHNl0y/mJtqUCsUB680vQ26zxvIceHVrjZfpFCUTPWpC0EzJOss9jAAd7zGVPSkVtoXdiEjY3N3R2O1Eee5RADOsE45drAlFD41+E27BhBC5eRLDFQuDJWOLi4khLSlJPCgENB6tI3MTVENoR9k2DzxvC/ImQfvyyx65bty7BwcHsOS/JGbkMhk3HZBD0yv6WG7I/I1GEkddvKgYXSVjJQWYFvkqmoRZCB+4RxRjc7GRv9iXRpT2OUklmwMnE1KeIKtyMXipJlZCQgP7hFygxDiNlVk0KDnlA6lGYNQKmtoSj81XT302LIXq8MgX/eQCU/LGY3NWIxMrir0zgVU4vOyo9AGyVtlfGDDhLU89/K6SUX0kpG0opzaVfp/6v16Sh8XdGOhzkvfs+mZNuAWsh/oNy8fKZg8hPILnZk5xzaUa9evUIajP82rqCjy9Sfom/vQ9uQYCEhG3s9boBhI7W+YvxcmbiIotwOgSnTrdiRq13KNL70C/UA/fkl5TRLKiuv2YT2Rw9hT3eN5JX7MDhqPhYspXOiq6THINvw2QI7VAaQbyGaKeGhsY/AmOTxgQuX0bz7GxwOtnyw4/YkytNEBYCIvqq+c6TN0F4Lzj4s/o8mnvTJW1mhBB06NABKSU7d+2ClpPRPXiS80H9CSk5wo0pL5F2Yjvce4iAtmOoW7KfeYEv8JvHKJwO0Ls78e2Wjefpk8wJfJlTdW4HFx8M2Oma+wtj014kqnATOmlj1549+H3xOSIgnNydvqTMCMLmewNkxqqZ8t92UDY9I35UjhFnN8H3PZS92O/kaj69qxtkWI6UpU60paWZsiJ/fWEe2x3VTayhofEPxhG3l8wbupD/yScYA6wEDU3ApUMzGP498rEkduo6IYSgbdu2V3/Q7Hj4qb+aJpB/HhBQmAIOK1mGWpx2aU1YyaHy+sPUktrsOjqQje1uBSFoYogn7NBd6jUIdSd9/1Fye3/GiXQ7NWvWJD4+nrK2Z/e0NIp8vAFoaV6NDGmnugRdvK7vxdLQ0PjboPfzJfzrqdSzWskM8OfwPfdi2bXr4h3rdoNJa+D235TDweGZMCUaZo2C5P0X7R4cHEx4eDhnz54lOTkZ3APwmDCbpYFPUmAIJPLs99i/6wpNxtBxwku4iRIOe/VloftTWNKUXY53rWxGpr1OcnYx+ZMO4RjxC3l6fwxOK11zZzAu9QVM+77CkrAR/2+/Qbi44LQYSfs8FvuozcrsP3kf/NgbfhmoUuY9X1M3zdO6QPaZi9Z9NVyNSLyaNhkJuAkhHhVCPFa6rVepr+BjpdvMQOLvWqWGhsb/loI02Pk51pdbkT5wMJZDibg1tRP4+jgMTx+E27dCi1s4k5RKWloajRs3xtvb+/LHdDogcRf8PAg+jVApYgDpoPLHzl7PwaVRxCXYpJnNnuPZmzOQhMbNqWePYXj6W3ROeBucdqjTA+4/AiN/hoCGHD16FIDCwlJ3LiFACIw+PiAlvtYk/P2CEBNWgcsV1quhofGPR+j1dLrjDvRCcLR9e9LGjCP/q6lU258R1hEmLIc7d0GDIXBsnkrt/joMkvZU2bVdu3bodDp27NiBlBIvLy8CWt/I3MDn2O05DJFzBjmtC+ybxsixEwDI8ItgW8Fo8vZ4Ip1gwErXvBk4PmuN0+7H8X7LWOb/EDu8RqLDTue82egWjMe4sh9+L94ETicUFZH19BvI/h/Bgyeg2QSIWwNft4G0w8p0OysOvusMqYeu/XpdReNKa2AXUB+VQj4NuALhwFEppV4I8Rbw9BXOJYEZUsqJ17zKvyla44rGvxpLgaprOfQL8tQaCo+6kLvdB/R6fB6bhPv9L4K+wjTW6XQyZ84cioqKGDduHK6urlWPZ7fA+T1wdjPEb1apkNI5ppciwxTO/IBnqF1ygHbH57Is+gmMWYU0dmwmkj24OfNxItCZ3GH4D9D4xvLX2mw2fvnlFwwGA0VFReoDFTDY7dhNJgA6F62nyb3fajWIGhr/Mfbs2UNMTAzNd+wkdNVqXPr3w/ejD9Fd7uY2eZ+av3xsvvo+ciB0f0GJSeC3337j8OHD9OrVi8jISCwWCzNnzsThcOBenMhwsQhzWgz4RnA6+jnWnrIBkl5TPsKbLHx7Z2HwcKhbZCfYwm/hZ3sH7FJgcFqJKtpMy/wVuEh10+tw+pC50Igt04zXs/+H5/2lzoMpB2Hds2palM4Ikf0htjRT8nTmNTWuXE+ReA/wyCUO0xOYCIyTUs65lgX+ndFEosa/DocNTq2CQzPgxCKwFeF0GMmJaUjx/hz0dWrj9/XXmJo2ueilR44cYdu2bbRp04ZWDUIh7ZAyzE49qO5g0w6Do6wk+XLDjgB04FmTFcYRJLhE03vxp+zuNpZCL1/Gpr2AhzOHPL0/58xNaRoIjJ0HblV98Y8dO8aWLVswGo3YrNbykXq+jkyy9f7onTYmTJyA2V2LIGpo/New2WzMnDkTpKT/rt3YFixEX7s2flOnYGrW7PIvTj0Em99QE5mQUK8P9HiZkqDW/Prrr7i4uDBmzBj0ej2HDx/mt99+QwiBr48XI0OSEOufB3sxp3z7sdl8AzqTGwM+fA1ngR3DUD1Bfgk4pUAnJPnGUFb7TCbTGAZIjM4S+mZ/TahFZUmkBFuakayNQfjPXY2xSeOKdcZvhlWPQnKMmvJiK4QXbdddJLYBdnJ5kVhmgXOR8VmpUfX20v1DpJTXx7znb4AmEjX+FTidkLgdDv6iPvSKM9X2sE7Y/AaQ9ck67LFxuPTri+/HH6k7bUuB8j3MOQs58Viz4pkVXwOknXG572MsTKp6Do+a4BkCOWcqjl8ZgytIpxKRHjWhIIVkUyRLAp6gTloM4WI/GwNvo3n+SmpbDnPQvQ+JpihuDT+Hru9bF01EkVIyf/58srOzcTqd4HRisFiwu7igw4FTGKgfUoueNwz+ky6qhobG352jR4+ydetWWrVqRaMjR8l9+RUAvF9+CfdJE6l+zkYl0o8psXj4V/X5VX8Q+2vfz65jiXTo0IFmzZqVZ1jy8/NxOp0qyugrYdHtcG4L+Xp/NvpMxj1qAE1ff5bi+AzO3NeFzkWzMJR2NkuhY5/HQPZ5DsIpDOikncnpz2AwuSKL0tQtt4SSdH9c3jqK8A6qWKPTCQd+VJHFgmR4WV53C5zL7iOE0KPCApc68atAW+DFf5NA1ND4x5N6WFnNfFxHFTbvmaIsFJqMgZ6vUpwVRfoT07CfisPrhhD8Oh5D930reMMd3vKEzxrAT31hyZ0cPHiAYmmidfFajD6h0HwytLkHGgwFn3pQmArJe6oKRL1ZdRT7hKu0s8EMehMUJOMw+bHbfShCOmgnF7HXawh6h5V84c0S/8c569Kcfk290Q14r9qReampqWRmZuJ0OtHZbKDTYXcx4+VIxynU/k3atvuLLrSGhsbfkUaNGuHj48PBgwfRjR5F4KIF6GvUIPfZ58h+4EGcBQWXP0BglKp/vv8oNBkLsctpum447qKYfXv3YLFY0Ol0tG/fXn0W6XTs3r0bh089mLwRBn6GO4UMzvwQv/3vIWfMxaNHZxyHYF7Q81ic7ggBTqmndcEybsx4kwDrWZzCwE6vEVCciej4JE6jD0KAa1AmfFQDVj9dYaat00HLyfDgSej2/DVfo6uJJHYCtgDdUfmhzUBDoDawBhVVfBMVSQwUQrwOrEZNM3kHeBSYJaW86ZpX9zdHiyRq/C2QUg2rL8qA4iwlxIoyK30t3VacrcRaXhKU5JQ2iFRzOCfk7fKm4JAnOlcHfr2yMIfY1Wxl92DwCAaPGurf3mEU4cbMg3bcdcWMtv6ILuc0WC7jzRXcHFrdCUfnqLpEnVGlgh0VhrKJ5iiW+z9CvbM78YhN42CfIUQU7STepSUOnYnQQC8GjRh3yVOsWbOGM2fOlE5WEfhYkskx18Rgt2DXm/D182PUqFFXjhRoaGj8q4mPj2f16tU0atSIbt264czJIfuxxylZtRpDRAR+X3+FsVGjqztYygFY/wInE9LY6HsbzVyT6HDDLUjfcJYsWUJKSgoAXbp0oXHj0rRwxkmypw3GtyiWTGMYvrcvJXXqQpYGBeKfEM+Qog8x+tixCjMGqRwG93oO4YBnf24pfB9j7mno+x5FG3fhUjQHXVmZuNENhv0ATUdduMrrnm4um7hStuOFxUQ+wGvAJCmlnxAiFjXSLhkIBp5HTS+5fsME/yZoIlHjL8GSr7rTsuOUjUFeorKJyU9Sgq8guYrAuiRCXyEMhUGZTQc0BP+G4OoLLj44LEay3puP9cApTM2j8HvvRfT+XmDJg7QjkHEUMo5DTrzy3rLksdV7HEfde9A3awrhJfvV8XUG1W1cjk5NAKjVGo4vUA0sFyCNblgLalG4I5O1PR8kLyCYrlOmsuu+O5DCho81kRSXRuj1em677bZLCrzCwkJ++eUXAIwlxThNekyyCLvTjM2ommk6depE06ZNr+76a2ho/GuRUrJ06VJSUlIYOXIkfn5+SCkp+Pob8t58C2Ew4P3mG7iPHXP1xzy3nfmrNpPt9GBsxqt4Nr+R9Ki7WbBuFzqdDrPZzLhx4zAalaJz2izs/2w0LfKWIYUefb93WL3HQLzZTOevvyWi+UEMYU502CjQBeDlzCDFGEFc46fofP5TSD+C7Pg46V+exFVswKNZAeVjor1rw/iVEFQ2C+X6i8TuqJRxCVU9Ew0o78MhwCvAJCAANd5uMNANMAJ7gZellMuuZWH/BDSRqHHdkBLyk1WTR1ppk0fWKfUoTKvmBQLcg5TQ8wpRkT23AHD1Vw0cZi/IPAXxGyB+o6r105uh4RBoepMaPVeSDbmJauxdVizWw0fJ+u4YjlwH7s1seLfLQghbNeeuINccxmy//yNIl81Qv+OI1P1q7WX3kUY38K4DtmLIO6fClJXRGSCsM442T5Dx0IfYT8aS0qghe8eOoe6ePfi39WWvjKB+4RZi3bsAgqFDh1KjRo1LrmnHjh0qfeSw4dQbqVe8l9OurTEWF2N3dUXodEycOBGz2XwNPyANDY1/K2lpaSxcuJCwsDAGDhxYvt2yew/Z996HIzkZt9Gj8H7zDXRuVzfPPSkpiWXLlhFJHL3OvwsGF84ED2OjoyM2nSvt2rWjRYsW5fufP3+eXfM/pWf2NLwd6VhDuzHLNhjfowm0nL8Ay4hAvGuk4W7P4pRbO5oWbcIqzDh7voHLyXmQuB1n1E2kvLofmZ9L4DgdJrdKroO1u8PNi8HF6/qKxKs6iBBfo9LN5krbgoGHUKLRG9gG3CWlvPyMm38QmkjU+F1IqRo+EneoR+oB1S13YUOHexD4RoBfBPhFqn/71gPvMCUKK9nPlB83fiPEfKtmkZalfF39wOihooiWPNXhdoFYK4p1I3uLL0jw6ZKNe8Mi9YTBBYzuykPQ1R/cAsGzBrjXAIMLa86ZseUk0jv3B8yOvCu/d50RnDYweUD7h6Hjo1iPnSVj3E3IoiKkEGy+5y6K/XwZwWwW60ZgxEah8AIhCA8P53K/cw6Hg++//x6Hw4HeacXFWYCnyZMUu7588kv9+vXp2bPnldeqoaHxn2HdunXExcUxaNAgQkNDy7c7srLIfvhRLOvXY6hfH7+pUzA2bHhVx1yxYgUJCQmMaBVI4K6XIO0QxTpPYryGEuvVg5vGV71ZXbFiBclnY+mUP49GhZuxGLxZ7zWJ+lPW4ZKfz5Yn7qFtyUKk0HHSrSPds7/Hw5mjar/txXB6DY6gLqS+cwZpF/h88ALuGZ+oDBAAAl52/k9E4o/AeCmlvprnagDfAoNQo/x6Sil3/OGT/g3QRKLGVeGwQdJuSNgGCdtVJ3FBSsXzJg8IiobgZhWPoKbg6lP1OFKq12XGqtRvyj6Vhs45o1LO9msYi64zgs6IxEjub64UHjCg85D4D7JgCiwBayFX8tHP0/tjF2b87OfVBqFTUcPQjqoBJjkGkveq5wwuan1mb+jwMHR4BFx9yf9qKnmvv6HeG5AY3ZQDN46gReFqnFJw0KOvErRCh8Fg4NZbb71sHeGeXbuI2b8fo7MYm86VFiG+7E/MwmC14nBxQUp5xUikhobGf4+CggJmzZqFl5cXI0eORFdpnKh0Oin4aip5b7+DMBrxfuM13MaOvWJNc1ZWFvPmzaNGjRoMHjQQceAHrCufwmTNIttQk7TmT9Bw8KPl9lxSSqZNm4bD4aCNWzwtzn2BzppHovcgxIcHOd2uPcf69aVp4VrSjHXJNdaiS84vRJTsVVmloKYQtxq7Ppy07yxI4ULwrh0YCo7BrOEqe3SN3c3XSyQuAIYCXlKWujxevM9UwEdKOfYPn/BvgiYSNapFSpVyPb0WTq9TzRnW0i45oVMiMLSj6uwN7aCihJXnGzvsKs2cekD5XJ3fXWodk3VxuvYP4CjWkbXOH2uyGVOIxG+kO3pfb5WqNnupGcZmLzB5KiFblA5JeyF5D9JejACswgVnUDNc+r4GdbrBoV9gx8elKefS9yud6gOs7f3Q9j5w9UFaLGTeMhnLlq3l6zFEmlh/011YMDPUMZ8F5okgdOXzlm+88UYCAgIu/X7yUvn+17k4MIAQuJn0hJyIIza8LgA6nQ4vLy9Gjx6tNaxoaGhcRJnBdufOnWnS5GIvWMvuPWTfdz+O8+dxHTkSn7feQOfuftljbtq0iRMnTtC/f3/q1KlDUU4aJ6bdQXT+KgzSiqN2D/SDPoYazQFITk5myZIlAAztGo1x8ST8i09hd29Iyi9WVt75OObCQnzNyZx3aQgIoos30aFwMcJeDCHtIHEHtkIf0ue5oa/TiKD1a1Uh4pZ3oNsz/xORGA54AQcv1aBS6pfoLaXM+cMn/JugiUSNckryIG4VnFisRiIVlg5U1xmVEKzXR4moWm2qTvewW+H8XjXZ5PQayL5CZ3B16EzgHqCieO6B4OJb2oiimlEqRF+F8LPGJpH10P/hSE7B/bZb8X7xBYTxgvR1Sa4SuieXqQkDldZlM/mxx6U3zmaT6Ny2Oez9BnZPgeKMqg0yIe1U1LDxqPL0uC32FOkjRiCzc9Q+eif+Yzw5HRTEVp8JtAkoJM+3OSdjT5WfLyoqiq5du176GiTtYeu8KRx1aY/eYcWhM9IFwa7CAuxubjhLRXjHjh2Jjo6+tuuroaHxn8BmszFr1iwcDgfjxo2rtm7ZkZVN9iOPYlm3DkNkJH5ffYkxKqqaoykKCwuZNWsWHh4ejBo1Cp1Ox549ezi+ex1t8xbToHi7EnAtJkOv18GrFitXruTcuXPodDo6tm+DbdXTtChYjdS7sz+jE7ubjCLo6DGyGtXFrlPNeL1zZxDhnqlu0L3rQO5ZbNlmMpb64X7PY3g9+UTZkv56kXjZEwjhJqUs+lNP8j9CE4n/cXIT4MQSJQzPrFe1dqBSxxF9lTCs3bVCFNqtKqp4ZB6c26I6hO2X+dXQm8DFD3zqqnRtwXmVakaCZyi0uh1a36kaV66BojlzyX76GQB83nqzomtPSpXGjl2uHue2XmyTU7sbzi5PM29/Hnl5eYwzr8I9boFaU1nUUOiVKOzwCIR1qPLy/ClTyHvjrdL0ssSlgQO/PhYc9gJm1nwPp9mLAQNvYNGiReWzVF1cXJg0adKl31DMNPJXPMvMgJeQQlW8+Lq5UefXmewfNrT8GDabjQkTJmgNKxoaGpfk5MmTbNy4kejoaDp27FjtPtLppODrr8l76x0w6PF5/XXcxl06/VwWoezatStRUVFYrVZmzZqFxWLB13KWYS5bMCRsUo1+3V5AdniEaT/+gsPhoGbNmmRmZlLPeZKuGd8iitI56N6bhPj6pNdviNXVVc2jdxRyc9pLmOv3gJNLVC25rRBbtoGMFUEELFqHMaoR/FUiUQhRs/RkKVJWnwMTQrgBcUAi8D3wrZTSUt2+/0Q0kfgfJDdBTSU5PLPCxkVnhPBe0HCo6h72DlPdvMkxqpEkbo2qH7RcorFDZ1RNKjVbQt0eSlwGRav6wz1TYO/XqsNZZ4CGw5QwrNe3aor6KpAOB3lvvkXBV1PR16yJ37dfY4qKUAK3TBjmlXbDCV25kMPVD1reDm3vBSk5uWkmG9MDaJG/gnb5CytO4FdfCdfmt6jmlko48vPJGDMO+8GD6i272gkYacHomg2u/uyLfpfdiXY6depEYmIi586dK3/txIkTL54DDWoW9IqHYe9Ulvs8TKJb43JfxJ4rVrCvaTQ5YRUF6A0aNKBHjx7XdM00NDT+W0gpWbhwIRkZGYwePRofH59L7mvZs1d1P58/j+uNI/B5+61q089Wq5WZM2ei0+kYN24cBoOhfNoLQES9evSubYGVjyq3Cb/6ZHV4mbn7VZlSvXr1OH36NDd0a0nItkchYRvJxgjijkdztGtFN3Z0wRo65M1F1B8E57aVZ3/suTqyfmtIwPbD6HS6P08kCiGMUio3RyFEEWAC6qIaUrIvnKgihHgXNc/ZgKqC3yCl7HMtC/w7o4nE/wj5KXB0rhKGCdvUNpOnEoWNhkFEP2VanbgDEn5TKdrMk1yy8cM9CMK6QNNxULc7eFQaoSSlOs7OT9U5nXY1kaTN3Sod4RH8u96CMz+frPsewLJ+Pabohvjd3xF9xha13rIIqKuf8lu0FgBCRUNb3aHsco4vggM/Yk/czayg17DrTIxLfR6zXqoJLS1vhzpdywuwK1O8cRNZk28Fmxpm79mmAK+WucqSp8PDlLR9jJkLV2A2m+nevTtLly4tf23btm1p2bLlxW8oMxbmjYfzuzll6sv6gArD2BoWC5Hf/8jWu+8EwMPDg4KCAoYPH05QUNDFx9LQ0NCoREpKCosXL6Z27doMGDDgsvs6s7PJfvQxStasxVCvHn5Tv8LY+OL0c9kM5zLrm7JxfXl5eUgpVc21jyds/wg2vwa2IlJ9O7LeOJgCYyAAoaGhDOzXh9y5d+F97HssdhdWB9xLqmtDnEKA08Ho9FfwdaRCQJSKTCbvRUpwFOnILxyD75e//jkiUQjRFfgJ6C+lPCGESEX5InoBHwD+wN1SyqwLXucBfATcDpyXUobyL0ETif9ibMWqTnD/90r0Saf6hWswBJqOVcItcTvEb1JehNV6GZbiXVu9rtFwCCvt/L0Qu1VFKHd+UhGhDO+tOoHrDwLdRcYBV439yG4y77gH+7k03KIc+HRMRuhR85IDopR1QsZxVBo7BFreBtE3K7/GAz9C7IrytPNB9z7s8B5NB/0+mrVopQSii3e155UOB5mTb8WyfgMAOjc7gSPSMbg5IHo89H4DfOqU+xr27NmTo0ePkpqq6jldXV2ZOHHiBQeVqv5x1aNgKybfawjzZTcsHh7lArXX+x9yasxoztUOA0Cv1+Pr68uIESO0hhUNDY2r4lKWONVR2Xwbgx6fV17BbfzNVT5vHA4Hs2fPxmKxMG7cOFxcXDh9+jRr164FqOrRmJsAq5+AI7OxCyP7PfpzPGA4RRYHY8eOxdPTk21TH6RD2nfonTZ2eI/ksHtvEILAc7EMdX6A3iSV9VmjoXBoBlKC0yrQv3VtFjgXDz2tBiHEw6gReybgaeA2IA8lEuuhBKAe6CaEeFBKObvSy4uAcFRY5eNrWZyGxl+KlMqiZv/3cGSWSg/rDNBgMET0B6dD1RIuvefyotDsBXV7QvRNKnXs5n/pfUvyIOYbdfeYn6SEW+u7of2DEHRxd91VYStR9YRxq7GsW0rmnBykRYdX+1w8+kYgat0A1nwlblNiVA1ho2FKuEkHHJkLU1teZKljqdGOfcZReJhdaDzuMzBc+uOjZO9eMkeNAasVkHi2zsOzZT6ibnfo9z6EtAGU7cThw4fx9/fHYDCUC0SAkSNHVj1oQRosvkPV23jXxlLvCbatOIqllWf5LmFHjmJwdyexTm2QEi8vL/Ly8oiKitIEooaGxlXTrl074uPj2b59+0WWOBcihMDz7rswt21L1r33kfP0M1i2b8fnnbfReaiadL1eT9u2bVm/fj379++nQ4cOhIeHExQURFpaGgkJCSQnJ1OzZk1VsjR6FrS+G7nkXtpkLyWyeDdbvCdw5MgROnXqhFu721i4I5D+6V/QKW8ONYpPsdF/Mum163NwdjeaNt6G0a8ADv0KTW+GI/PRm6/BJq3svV3FxBVv4Dhq/N7DUsqvS7cfAepLKU1CiAbAZOAelHH2r8AdqAktvwLDga1ALykvMTD2H4gWSfyXUJgO+6YrE+qsWLWtRkuVCpYoMZV6oGJ/vVlNMKmMdx0VYYweD8HR1aZdq5CfrFLKu6eouhH3YBU1bH03uPld2/qlhIwTqrv61CpVB2kvpvCYOzm/+SBMBvyeGotLizAVrTy3Rb3ONwKajVcm2XGrVO1kWeq5jMCm0HQMNB7FrjP57N+/nx49etCgQYPql+J0kj5qDLadOwHQudsJGJSBIbodotvzEDmgyrXZuHEjJ0+eZMCAAWzevJmiItXI07BhQ7p3715x4BNLYfHtSpxHj8dW/yGOP/Y828eMQicETikRTid93vuAzDdeIyZP1X96eHhgsViYMGFC+QgsDQ0Njath9+7d7Nu3r+qs5StQefazPjwc/6+nlqefpZTMnz+f7Oxsxo0bh4eHRxXLm+DgYIYOHVr1htZh49i0O6if9CsGbJzw6Eb4nbOxGTyYMWMGvm562sR/Ql3bQbIMNVnjew82U026vf46/p0zcG9Q2hxZqy3200cxvF1w/dPNQojBQIGUcmOlbQeBCCmle6VtgSjj7MHALkAHtAWOAN2klNnXsri/O2teGyL7Pvpd1ZoyjX8GUsLZzbDnKzg6T4kjtwAIaQ8ISNoBRRlqX6O76jQuueC/b2ATVSfYZAz41L6682adhq1vqTSuwwr+DaDTk9BsAhhdrn79Dptaf1l3dc4ZtV1nRIZ0Jvc3NwpXHsTcxB/fW5qgP1c6gUVvhgY3gHddZXR9bsvF3os1W6soaKMR4FcPUDYOM2fOrNZotozCBQvJeeQhsKuGF/cmBXiNaoau76tKcF8gnLOyspg7dy4hISHUqlWL3bt3q7eg0zFp0iRMJhMUZcGap2Dfd8rO54Yp2P26kTLiRjaNGE6xv1/5rNDITZtpUbs2K5o2obCwsDyK2LhxY7p06XL111ZDQ0ODq7PEqQ4pJYXffkfu628gDAZ83n0Ht5E3ApCYmMjy5curNNKVWd4ADBgwgNq1q/49cTgczPvmHTpl/USo9Th2sx+GwV+w+rwv8WfPotfpaJK3gnZ5C7ALExt9JuPj34WQZ57FrVE+Pl1yEUgcOh/0L2Zf33SzEKKplHJpNU85qVSZL4TQo+oTZwAdgfalz/+CqlX899ngnFwKn0ZC5yeV3YfZ84ov0fgfU5ytBNqer0rr8FARNb1JReNiS0eMe9cFLzfIT1Rj7GylHvH+DVV3cbMJ19ZEknkKtrwBB35SKd3QjtDlaVWreLVdysXZqj7wxGI4tbLCt9C7jjKqrj8Qp08Lsh5+BH3qOoLGC4xuiRB7QK07vDfknoVjpZY1ZQgdhHVWjTSNhoNXrYtOvXfvXhwOB+3bt79IINpTEska1QfbGdXwonN14DO2Bq73zFE1mJdg165dALRs2bJKs0r79u0xGY2w73tY86QS6+G9Yfh0nHiROeJGTjRsQKG/HwaDAafdjqG4mIYZmeS/8jKF69cDqqaxTCRqaGhoXCtGo5F27dqxceNGYmJiLmmJcyFCCDzuvANjixZk3XMP2Q89jDUmBu+XXiQkJISQkBBOnjxJs2bN8PPzo3379iQkJCClZPfu3YSFhVWJJur1etr0G8fyNf7UL95Jx7w5GObdRLfQHmTa++Ie2pSDzv7kE0rngun0y55KjC0R88cfUPTI49izjQQMyUPvzLnma3A1NYnrhBCFQApQDJR1MNcDzEKIQ6imlUBU5BCgBNgLtAbS/5UCEaD7i1A0Aza8qFKHXZ5REyWM1dh1aPzvkBKSdilheHimqrXTm1XtoCUPsuNUU0p4D2WrkrwXcuMrXu8Vqpo5Wt4GPnWu7dwZJ2Hz62oSiXRCne7Q4yVldXM1NXI5Z5WR9YnFcHZLJZPq9spup+FQNYpJCOx7lmB9ry1+4SnoGkqkwRWC2ihxmXlCPcrQGaFeb2gyVh3nMnWTOTk5nDhxgpo1axIWFla+3Zl5hsLnR5O/+jyyRDXWmJu44/f9LHS1ml/2baWkpHDu3Dnq1avHli1byre7urrSOEDC9O4qyukeBDf+DNE3I61WMsdPIDMnl9Njx5R3LQM02ryFoC8+Y/UJ9R7d3d1JS0ujRo0a+PldY/peQ0NDo5T69etz5MgRDh8+TFRU1GUtcS7E3LYNQStXkHXvfRR+/wPWg4fwn/oV7dq1Y8GCBezatYsBAwbg6+tLgwYNOHHiBJmZmcTHxxMeHl7lWPXq1cM/IIDYzA6cMzdlpOdveJyax2ixnf324aS79uSMRxPyTE/TLfdrWhUsI/VsGr4fv0P2I0+TOlNP4E12rrUF8rLp5lKfw3wubb4ogTQgFTiNSiv/BmxCCcU1QHdUR/S6a1zb3541a9bIvr16qEaHTa8qjznPWtDteWUJYjD9r5f438aSD4dmwM7PIP2I2lZm+AzKpDqiv2oWiV1WUY8IalpJswnQ5h4I+h2RqPTjShwe/lWdL7yXuqmo2/3Kr805q+xvjsxW4hbUGiP6KlFY/4YKH8KSXDg0A+eWT9DlKYHkcPqg9zRd3FxjcFGvbTIG6g+86sj36tWriY+PZ9iwYQT7+8DxRdgWvUreyvOUnHYDBMJVh98P3+PSuecVjyelZPHixaSlpdGyZUtiYmLUE04ro/wO4Xd8mmoSanOP6oB29UU6nWTfdz+FS5ex45mnyDGb0ev12O12zLm5jKxTF0f/fsyaNQuA8PBwzpw5Q69evYiMjLyq96mhoaFRHddiiVMd0m4n7623KfhqKrqAAPy+/IItxUWcPn2aIUOGULNmTQoKCpg5cyZOpxMfH59qx4fabDamT58OqHrrmzsEY5l3K+bCBHLdIlnjfhM2vyiKcjPpnvsjkcW7sXnUwx76FFmPv44wOqkVn3T9ahKFEF4okZeDEouFQAEqorgRqCel9LrM6+ughGMGEC2lzL+Wxf3dqdK4YitRpsdb3lB/nH3qQtdnofkkMGgTHv5SzscogRa7TNX9laODOl1Ut7JvpBJwJxZV7CP0EN4Tujyrooq/pxs2/bi6YTg8E5Cqu7n7S+q8lyPvvHrNkdmQpJo+MHmqruPGo5VArByhTtqtml6OzAJbEU6roPiMGwYvG+aald6zyUPVFjYZrQy4r6XuEUhNTWXRokXUreFDP8MW5N7vKYmzkb3RH2lTiQO3CePxefutq+4ejo+PZ/Xq1TRo0ICTJ08C4OrIZlTm27jac1TT0OCvILRd+WtyXn6Fwm++5dxtt3IoLJSAgAAyMlTNaMeEBKJfe41t27Zx5MgRXFxcMBqN2Gw2xo8fj17/++2DNDQ0NADWrl3L6dOnr8oS51IUL11G9mOPI4uLMT31JAvNJoIqNats376dQ4cOAdC7d28iIiIuOkaZ3yLA0KFD8XE3c+Lr8UTnr0IiiPG8gROBwykustCscLUaeGD2xhLyKJn/9w0hSQl/SuOKJ3CLlPLzStv2oRpXvEq/nwSEAW9X7mAWQryFss35Wkp5z7Us7u/Omk/vk33v+6iqCLQWqsjVtndVo4NHTej4mDJD1moW/zzykpUB6dE5FQ0noJpOGgyGqBEQ2klF6HZ+DLkVEz3wCoV2D0Lru8DV5/edPz8FNr6kOqSlU0Uou78ItTtd+jWWApVKPvgTnF4HSCXqGg5T0b6IflVFnd0CR+bArs/KI4z2IiP5uz2wpBrx652Nyd+moqBNRitxWbd7+czka0VmnWbp8hWkFOoZnf4ynvlpZKwIxJ5pBAT6sFAC5s7BcA0fmGUGsoWFheh0OqxWKzpp547k+3G4BKDv9bLq8NZXVMLkf/UVea+9gaVXTzb06I6rq2t5mtktN4+b7r0Hp9nMjz/+iMPhoHHjxhw9epTmzZvTvn373/XeNTQ0NCqTn5/P7NmzL9u8dzXYTp0i67Y7sMfFkd+9O1u7dKLPoEHUrVuXkpISfv31V2w2G15eXowZM6ba8/z0008UFxdjNBq59dZb2bBhA9lH1tC3cAaexWfJdqnLOs+JZBlDqV1ykD7pU9EbJNYakzHf/e31FYlCiPbALCBRStml0vYLReLTwJtAVynlb5X2qwmcAx6XUn56LYv7u7NmopB9m9eA3m+q1GTlP8aWfBVZ3P4h5J9XnZntHoD2D4F74P9szf8apIT0Y7B/uvKByk+qeM7FV0XgWt0JIe2UOfWmV+H0GjXBBFSjSoPB0PU5qNXq96/DWgi/vQ/b3lPNLbW7Qt93Lt2w4XQoQXjgRzi+AGxFqj6wwQ3q/1D9Gy6O9uUmqvF8u6eUd1hLJ+Tt8aTggDdGfyv+N+rQd7gJGo+E0A6/33w773z52MFzGYWs9H+QhvnbaDJnGZYEF0CAwYDPm2/gPv7maz582V2wr7uR7EIbSEn/jI8pCWpDw0lTKuZcl1Lww4/kPvscuoYN2XHfPaRnZeHr6Ul2Xh4IwYAWLajdrl35cU0mEzVr1uTs2bOMGzcOL69LJjo0NDQ0romyGcydO3emSZPf6WMLOHNzyXrgQSzrN5ATFsrJ229n2O23odPp2Lt3L3v37gW4pN1YUVERP//8MwBt2rQhJCSERYsW0TCyLp4xH9OiQEUVD3gPZq9bf/wKzjE05SOM7hZ4WV53kVgfOAaclVJGVNp+oUhsWLrfc1LKty44xs1SyhnXsrB/AmsmCtm37Ip4hkLPl1V6ubJYtFvg4M+w9R1V82ZwVdMs2t73x8TJfxFbifIAPLH44oihyUMJrG7PQ3BT1ayx8zPY/SUUVhg0K8uZJ0otZ/5Ag5HTobwVN7wIBcmqe7jvO6pmsLq0a26C2n/fdxVRzNCO0Hyiihpe2DgipZrmsuWNiihjKY4SQdaaAKwpZlxahOL7yfvoIjr9vvQ4QM45NV3m2Hxlq4PEYfRkntdT5Ot86PHZF7jkq8iduU9v/KZ8ic7N7ZpPYy0p5tcZP4O9GIs0gxD4ygyKnC7cMHoSAQEBVfYvnDWbnMceR1+3LufffpM9x44RWqsWiefPA+BtMDD2ttuQUvLLL79QVFREixYtOHDggBpfVTa9QENDQ+M6YLPZmD17Nna7nbFjx+Licm3lO5WRDgd5b79DwZdTKPb0xPn2WzQYPgyr1cqvv/6KxWLBw8ODcePGVRtNXLVqFWfPngVg8uTJLFmyhLy8PHx9fXEm7qZ3/k94WxLIMIax0ecW/PecopP7SsyfX5sFztWmm1cBPYAnqGhieQrV1fxUpW1vArHA9AsO4QD2VY4w/htY8/ZY2de2sGrdm1cYdH8Bmt9StXHF6VDWI7+9X1FzFtJOicUmY7SO6EuRGavsXk6tVGKpsom10EHtbtDtOdWpC2qE3qbX1IzlsgYVo7syuu76LPhdXONxTUipbGjWPKWaYdwCoecrasbxhWldhw1OLlMTVU6tVOvxrAUtblX+iv7VNFTYLapTfvuHUJBy0dM2azCZK3xxpBXgfucdeL/wPOL31NylH1ei8PiCijGABldk5AAKD8KRgxYODB1GxNZtNFq3Hl1wMH7ffYO5ujnKV8JWDPu/Z+fuPRwwtFfXQegQKOkbGRlJr169qrykaNEish94CH2tWuh/mM6irVvx8PCgODsbW+kH5vARIwgKCiIhIYEVK1ZgMBho3LgxBw8erNZrTENDQ+OPcurUKdavX0+TJk3o3LnzHz5e3uw55Dz5FALwef89PEeP4uDBg+zYsQOArl27EhV18Sxou93OtGnTAPDx8aFp06Zs3bqV6OhoDh06hE7aaF24kuZ5ywGI8RiI9w9x1D907PqP5QPmAn1RY/Uqn0ACn1ywbzMuHr8nAacQoqGU8vS1LPBvTeJ2ePkQbP8AYr5T9iR5CbDkLtj4KnR5SgkCs4dK/zUZpR7nY1T68OAvsHAyrHwUWt4KzSZCjea/PyL0b8BSoKKFZcIwO+7ifXzqKnHd/BZlZF6QpuZc7psGJTmlOwmo2Uo1oTQaVqXG7XeTvA9WPwln1qmIcNfnoPNT4HJBSrMgFfZMVZY7BclKzNa/QfkrRg6sfi3Z8bDqMeW9eeHUExcfaDoOi70lmc99hszLw/vNN/C4ZdLVr11KSI5RwvDYAsg4prabvSF6PDJqBPlr48l/7iscNhsnH7gPY3ExEdt34PnE43g+8vC1j7XLO68E8q7PybdIDgW9ikAihRJ5Lq6uWCwW2rZtW+VlxStXkv3gw+iCAvGbOYOl+/YhpcS1sJC8UkHs6+tLUJAysd9ZOt0lKiqKkydP4unp+bsLyzU0NDQuR0REBEeOHOHo0aNERUX9YYstrzGjSTLoMT77PHmPPIqMjyfqkYc5dOgQhYWF7N27lwYNGlzUgFd2U3z06FFycnIQQmA0GklKSsLNzY2ioiJOhU3idGpzeuX9QJuCZeSMuPbBH1cbSayLsrj5HJiHEorTgRCUeCxjECra+ArKBgfAE3gDaAo8KKX88ppX+TdlzUQh+7YMg0lrVIPKkrtUGrTyBAuzt7LyaP8geIVUPUBxjqpN2/1lhYddQCNoepMyNg6ofvTZvwqHXYmX+A1qLNy5LRWRWZOH+rfDquxbGo9WQqt2FxWZPToPtr0NKfsrjufiq/wMOz1RYRPzR8k5B+ufV2UDoKKAPV8F7wuESOIu1VRyeJYSel5hqmGpxeSLf/agIo37pqsmpwvFsN4FGo9SY/Pq9aZo/iKyn3wKYTLh99UUXHpd2WpGzZreVhExLEtzuwcr0+yoEVC3J4VLlpH7/IvInBwATndoz7H+/Wh6/ATtX3geva/v1V8rhw1il6ubptjl6sbJJ5x1tZ4kLqfiQ85kMmG1WmnWrBkdOnQo316yfgOZt92OztubgHlzOJSXx549e6jt68u57GxwOkGnY8SIEQQGBpKdnc2cOXPQ6XR06tSJrVu30qFDB5o1a3b1a9bQ0NC4BtLT01mwYAEhISEMGjToD8+FdzgcLPz2W6K+m453UhKuI4aTdtedbC6NJnbq1ImmTZte9LrCwkJ++eUXQBl4N2rUiGPHjtG0aVMOHz5cvj3Qz5vaZ36gRcFKdC87rn8kUUoZL4RIB2pLKTeVntgB6Mu+L91WAjwJ1Lxge0PgPSD6Whb3t6fzU5D6AXzXGW5aDKNnQsGnsPBWOLUCkGoqxrZ3VJo5+mbV6VyzhXq9qw90eEgJyITfVAPGkdmqS3bjSyoS1mSs8rQrNUz+x+OwQ8o+FS08swHObQVrqTOS3gw+4WAtUI0o1gIIbq6EYfR4db3Sj8O8m1UNnb10WLnQKeHY/UXlR3i9rlNJLmx9G7Z/pNLcEf2g77sq2luG3apuDHZ+VlFGUKe7+pk2vEQEMyuuwianikUPENZJdfc2Hgkmd6SU5L//Afkff4K+Vi38f/i+fA5otdgtcGZ9qTBcBEXpartPXfV/L+rG8saWkh07yBnfHUdiYvnLbWYzp7p3w81goN2776A3XGUENjNWRXL3f6/S5EKnoqatbifNtwNxi5dU2V0IgclkokWLFuXbSrZsJfPOOxHu7gTMnEGujw97N2zAx9OTlKQkdCYTToMBX19fAgNV81eZFURkZCQnTpzAYDDQsGHDq1uzhoaGxu8gMDCw3MLr7Nmz1K1b9w8dT6/X07x3bzbZbHRbtx4WLMQvMQn/IYPJdNiJiYmhUaNGGC74PHZ3dyciIoK4uDiklOW2YMXFxeh0OpxOJ56enqRl5qBrcDdnzzVnxDWu7aoiiQBCiA1AG8BfSmkVQiQBNQAPKWVx6T5l5ttpQIiUKqQmhLgPNcZviZQyqdoT/ANZs2aN7FvHBnNGq+jhyBkqOgOQlwRL7oFTyy+ejRvaUdWwNRlzUTcnDrv6I3/4V/WH3pKntnvWUiIlor/y3nOvWuT/tyU/GRJ3QOJO9fX8btXRC6qrt1ZrcAtS4+9S9qtrZfZWNYSt7lTPWwtVtHXX5yqdX4ZXbWh3v4rUXpjy/SPYrbB3qhJyRRkQ3Az6vgeR/Sq9rxSVTt7zlWqMMbiqqF+7B6FGNVEsu0VFPre8BemHqz7nFgBt7lURx9JZyQCypITsJ56keMFCjM2b4T99GvrgakYBWgpUav7YfOUNWfZ/Jqip8kiMurFKGYM19hQ59z+A7ciRqscxGDjz+KMcdXGhe/fuVxZbWaeVQD4yR02pASXyW92uSgG8Q8sH2mdmZgJKHLq6ulJUVES7du3KRWLJ2nVk3nU3wmwmYNav6Js0YcGCBWRnZxOckkpKcFB5DWOZ+WxJSQk//vgjQggGDhzI8uXLadSoEd26dbv8ujU0NDT+IEVFRcyaNQsXFxdGjx59kYC7Vso+K3Oyshh69hzW6d/jDA1h0/BhFPn7XzJDUuZlW4afnx+5ubnUqVOH06crqvvq1KlDQkICd9xxx59SkwhwEJVCdgGsgHfpdh+UuTZSyqLSiGMQMBBYVrr9X5NivogGg2DyJphxA8waCQM/qUgtj18CRdmw/AE4OrvCfiVxh6pnXPmwSi23ugNC2qo/4nqDEiOR/eCGKSriFrcKTq1SUZr93wMCarRQr6nVBmq1haAmv9sP77rgsEPWKUg7BKmHIPWgihhW9iM0eagoVo1Wylsy/ZiKuNqLlWBsOLTCBkZvVE0f0x9VUdYyoW1wVUK82wsQ2Oj6vgcpldBa+4x6L561YNh01YFcZimTFafsbvZ/r6KL3nVUdLHl7eBWTW1K2lFlhbT3a/U+yxA6iBygont1e140v9mRlUXW7Xdg3bUblwH98f3s06odxUVZcHKJWm/c6oqoakh7dX0ajbioXMGRkUH2gw9h2byFCzF374b5ow85sXQpvl5e1K9fv/prlBVXMQ0muXRSitlbdfU3n3TRezl9+nS5QCxLMVutVjw8PMrTJ8VLlpL1wIPoPD3x//UXTNHR7Nq1i6ysLMJyckkIDsLVbqfYYMDb25uaNWsCFVHEsLCwclPu6lIyGhoaGtcbNzc3WrZsya5duzh8+HCVrMjvQQhBu3btWLFiBUf69KZNZCS5L7xIl2nfs3vMaPaZzURFRWE0Vv07HxQURGBgIBkZGUgpyc3NxeFw4Opa0Qzr7u7OuXPnfpdtz1WLRCnlwxdsGoOqTcy5YPsCIAY4es2r+acS0gbu2AE/D4QVD6mxan3fVX8s3Xxh1C9g/UY1V+yfXvEH3VasCvtjvlFRn6bjVB1aQGkEx+gC9QeoBygblbjVSjCe21IhPkClamu0gOBo8K2nIjq+4eqre+D1ScHaSiD3LGSfgZwzkBOv/p11CtKPXtB5rIfAKCWeQjuoWsvMEypNvOuz0n0F1O6shGHj0eDqCwnbYfZoOLO24johoGZrNRs7asTv9wC8HAnb1c8n4TclZnu9Dh0eBVOpMEver8oGjsxWgjWkPXR5WgnbC9fjsCnxtuMTdTNQGRdf6Pio8st08aY6bHGnyZx0C474eDzuvguv555VHcz5KaWNJ/PVzYN0qOtcp5uKFjYafnGdJOAsKSHn6Wconr9A1fRVQh8ait/UKZhatGDz5s04HA7atWtXYblgtyhbnNjlqqu7rHa2TBg2GaMi29VMFXI4HGzYsAGg3Di7bN5yu3btMBgMyubmiSfRBQYQMPNXjA0akJyczIEDB/BxOklHonc4KC69Sy8zx3Y4HOV3yW3atGHhwoXUrFlTm9OsoaHxlxEdHc3x48eJiYmhfv36uLu7/6HjhYaGUqtWLWJjY2k2ciT+YWFk3HMv7X/6mf03juBws2a0vMBhQghBkyZN2LhxI6A+G/V6PQkJCfj6+pKTk0NhYSGgOqKvlatON2tcTJWxfABFmfDrMGW/0mQMDP/hYmNkp1OlTre9Wyl1KpTQKIs0BjZRYrHxKBUhrE7gSalMus/vqfqo7B1YhtEdPGqA2UsJE7N3xVedQYke6Sj96lQNDyU5UJxV+shUX60F1VwFoaKmQU0hKFqlZoOjwa++sogpE7UJv1WImvCeFaLGo4Za9/aPIXZpRaoUwLuu6vpu/6ASkH8Gmadg3f+p6JjQq0aT7i+prmkplUDa+rZK54KK/nV5RgmzC38uBWlKtO/8tKIWsIyAKOjzNjQcclnBbtmxg8zb71QdzK+/hsfowUoUHp6pmnukU90QRPRV17DBkEuWHjidTvLffY+CqV+D9YLaRxcXvF94Do/JkwHIyclhzpw5BAcHM6RDfcTZjRW2Qzb1AYNniKqPbTT8ksKwMgsXLiQtTc2P9vf3JysrCyklQUFBDBs2jMIffiD3uRfQh4QQMOtXDOHhWCwW5s2bR3FBAcEHDnK+eTN8vLzIycvDw8ODm266qcr4quDgYMLCwtizZw99+vShXr16l12ThoaGxvXk7NmzrFq1igYNGtCjR48/fLy0tDQWLlxYPifaevgw50ePxZCXx7Ehg+n+6SeYTKYqr7Hb7fzyyy8IISgpKSnfXtb9DGA2m7Hb7dx+++1/WrpZ40q4+atO5/kTVcQpNwHGzq/aZavTQfsH1ON8jLI9Obel6iSQrFOw6RX18ItUf5Dr9oS6PZR4ASU0vELUo9EwtU1KJVSzT6tIX1nEL/uMmiddkq2if5bci+skq8Psrd6Te5ASOW7+4F1bNUGURSq9ayuxIKVqXji3Bba8qfwKi7PUcYzuUH+QEjUNh6ho2uk1sOh2JcLKRAioztum41RTkFetP/gDuQxFmcpPcfeXqhO54TAl4gIbKSF/fJESh4k7VGq4yVgVOaxZjU/g+b2w41M49IsSwmUInWqkGfTFVXWqF82bT/bjTyBMRvxfmoiLYTa8f7v6v6E3qahlk7FqOssVRjwW/PwLea+9jiwdX4dOp96XELgOG4rPRx+iM5nUzy0rjt3r1iMltI97HRGzu3T9ehXpjRyofn7B0VcdkT58+HC5QKxfvz6xsbHlUcSOHTtS8OUU8t58C314OAGzZmIIUT/rbdu2UVBQQL0dOzndvh0+Hh7k5Kkbh5YtWyKEwOl0ln/wdenShRUrVuDu7v6Hi8c1NDQ0rpXatWsTGhrKyZMnady4cbk11+8lKCiIevXqcfr0aVJSUqjRtCkuv/xE3i230njJUk67udHwg/erdFQbDAYaNWrEgQMHcHV1pbhYlTYVFBSg1+vR6/VYLJZLnfKyaJHEP8BFkcQynE4Vndr2rpoLPG6hasC4FNZCJVgO/lx1vJzRTf2hLuv+BRWxq9tTRbJqNAffiIvq2a6IlOqcZWJR6NR5hE49dHoweV7eW7A4W80PTtxR0ZhSOjKu3KMwsr9qtgntqKKQ+6arRoeUfVW7ej1rKQHU4TEIuEQt3PXCVqIifVveVO+/Vlvo9z7U7abSxId+VWnl9KNKmLW4VdnpXGh8XZZS3v5RRVdzGXqTSqH3++CqZkGrDub3yf/4U/Q+Jvz7pGD0LVI/k4i+SjQ3Gn7J9HRlitetI+fJp3CmKoGG0Qg25btoiGqE31efYzRlqjR4wnZI3E5qiZlFgc9Qt3gf/YzbVKS37Kbkd8yyLrOlAfWBV1BQgM1mw2azEVGvHm127KRgylcYGjUk4NcZ6Es/VGNjY9mwYQNB8fEUeHlR4u+Ph6cneXl5mM1mxo8fj8FgKB9b5evrS+vWrVm7di1t2rShVSttgpGGhsZfT3Z2NnPnziUwMJBhw4b9YUucssxOjRo1GDx4MEII1syeTa333sfnfDLmcWPxf/edKoMU8vPzmTlzJrVq1SIpqUJH1K1bl/j4eICyWc9aJPEvI34zVW0iS9Hp1Ii2oGhYfAdM66IaIKLHVX8ckzv0fVs9suNVBPH4okqiC9Ww4eILeYmqpm/XZ2q70a1SmreZqgP0qas8+gym6s6mokFmj4s7qy/EWqTsTLJiIeM4ZJxQXzNPqFR3GXqTEoWhHdQjvJeKQp5cCr99qNLvxZmVFwC+kaqDud0D18/P8HI4napjfN2zqpnGpy4M/kqVBdiLVSTwt/dVCYDJU0UyOzwCnjWrHseSDzHfquaVguSqzxlc1Wu6PV9Ry3g5pESe+Y3sJ5+geEeimsHcPxl9k65KGEaNvOouduvhw2Q/8BD22Fi1wWwGiwVsNoS7Cz6TWuAWnAAzoivMuoUOGdSUXf63IKzQdvQTUGvKVZ3vUjgcDubOnQsoW4eaNWty4MAB3NzccDocNFi8mIJ5CzC2aoX/D9+j91NlBHl5eWzduhVzcTGmrGyK6tYlvG5dzpw5A6jaH4PBgMPh4MCBAwB07NiRmJgYdDpdtRMJNDQ0NP4KfH19adKkCYcPH+bUqVOXbvy7Snx8fGjQoAEnTpwgKSmJ0NBQWvfpw4LUVFrPnkvgzFlk5ebi9/lniNLRgJ6entSuXZuzZ88SGRnJqVOnAMobXcoyOdeKJhL/CJtfhxpp0P+j6kVB8wlqVvDM4TDvJtX52/O1y0f+fOvC8NKphkm7lRiJ36hq3ApKu2OFTo2Dc/VTNYVZcRdHsxAqTeweqL66+CoxavJQr3c6VGrUWVqL6LQrUVqYVvpIr5oGLsPkqZpQwnur7uqQ9kqc5p6DI7Ng9xRYdv8FohAlGkPaQtOboekYtZa/ijMbVFNKcoy6Dv0+UNY51kL1M9z5qVqvexD0flPZ0VwYQStIVV6IOz+5uDbT6KZEZcfHryy8QU0iOfgzzu3TyZyViTXZjEt9A74v3Ieu7S3XlGa3p6SQfe99WHftBp1E563DWYASiELi3qQAr/aJ6OynIMtPRSZDO0JYRwhpR0JqNskrV9KoUSN8a/3BkYXAzJkzKctOdOnShS1btuDu7k5hYSENTsWhm7cAl0GD8Pv0Y0Rp953T6WTD+vXYbDYabvuNE316ExwcTFJSEkII9Ho9jRs3BuDQoUPY7Xbc3d1xdXUlJSWF+vXrV+nk09DQ0Pirad26NbGxsezcuZO6dete1IX8e4+3a9cuQkJC8PPzo27jxuy+eRwtFi2m1oqVZIyfgP/309F5qvKjJk2acPbsWdzc3DAYDNjtduLi4vDy8qpSq3gtaCLxj7L3azizEUbNqD6lHNoO7toDs0aoFGfqIbjx56vz9QtpC2Nmq38XZalRfkfmqoaQwlT1KMPkoZpA3IPVv0E1gRRlqJo5S+6Vz6czlgrLICVuy/7tF6mEoX8DlWaN36BSlYdmKN+/ovSKmsoyjO6qS7vhUGh5B3hXM3HkzybtqJqxHLtMRTs7Pq7mPFsLVURxz1QlhH3CoddryqfwwhnaWXGqbGDftOrfY1nE8Uo/T1sJnFikrHPiVmPPFWSuCsaeY8Z97GC83/0McQ0+W86CAnKfuBt5ZBWuQRZcOkHBPk+cucpN0FTTit9Nwegb3FAhCv0bVKkpdDqd7Nq1Cr1eT+vWlymHuEpWrFhR3kUXEhLC2bNncTqd2CwWTMXFhM+Zq7q1n38OUelGaV9MDKlpadTevYdzPbpjNBrx9fUlNVX9/46KisLFxQW73c6+ffsA1dF8pNTn8ffYOmhoaGhcT8xmM23btmXr1q3s37//onGj14qHhweNGzfm8OHDnDlzhnr16tGmTRtOnz7NvhHD8apTB4+ly8gYOw7/n39G7+dLSEgI3t7enDhxgoEDB7JkyRKcTife3t7k5eXh7+9/zevQROIfoVYbYA9knYRv2quJH12fvbiWz6uW8lJcchcc/AmmtoLRs6HWNdRQufkpgdPtOVVTmHJANcec3aSmkJRkqYaXrFOVXiTUODsXH1UbafZSkUAXLzD7qI5hnV4JP6ddHddpU9YzRekqvZzwm5o8YisqtaSppoZVZ1B+gbXaKI/DRsOV9c//ivwUNbEm5lsVJW06TkUIHVYVUTzwk3qfQdGqU7nJmIt/Zuf3qjrRE4u56D0b3ZW/YcdHr9x1nX5cGXPv/0FFaoUei7EHWSuTcOYX4/3qS3jcftuV35PdCin7cMZvxr5mOvqik/jWcGD30JG11h9bugkQ6P3c8X3jUcz9b75ic8upU6fIysqiefPmf9i6Yd++fSQkqG59IQQRERFs3rwZb7MLuZYSotetx/+lF8q7qctISUkhZu9ePNPSoF49ig0GWjdrRkxMDAaDAafTSXS0GtR05MgRbDYbRqORsLAwtm7dSmBg4B8uFNfQ0NC4HjRq1IijR49y8OBBGjZsiJfXHxvy0LJlS44fP86ePXuoW7cu3t7e1K9fn5MnT7K1bRtGhIdT/NnnZIwapeq7g4Np0qTJ/7N31vFR3/cff35Pc3EXSJBAQgLEISHBgmuLQ0tt3Vbdquu2dr513X5tp23X1bsqUtyKS9B4iGMJhLjL5XL+/f3xTQ6Ca0e77/PxuEfDfT9fu1wvr3vL682hQ4dob28nICCAuro6KisrUSgU56zNrgNZJN4MSc/AQKtkim1ql4RJ6VpJAPpcUJOgdoJ5n0DfRNj+E/gw+Vza83qLXAVBGu3XM94PpLTxyW3StJb6QmkWcGeDlBrV11xcP3e9KFRSitjZT2qWCYqFkNHSCLr/piA8H5MeDv9VStFbOqXmnql/kbZtfwFK1gKiNMJvzEuSncv5r70oSvOj9/ymd/peUEqpebWz5G+Y8oLU6X05rGbJDzKr2wwdpO7wcb/CcNaXlpf+gKBU4v3Rh+imTL70MTobpGjt2YNw9hBiVSaCzYQCUAPmTjXNB/tirrBLGlarxeOXv7g2wYlkmZCVlYVWq71pE9iamhoyMzMd/x4+fDgFBQUogPZOPW7NLUT/6Ee4TJvaaz+TycTOtWsRRJEB7e0UhIUREhJCTU0NoihitVoJDw/H1dUVq1UaTQUQExNDaWkpNpvNISBlZGRk/tv0zJDftGkTR44cYerUqVff6QrodDqiu780nzhxgiFDhjjS0Da7nVOTJhLh6UH7y6/QMH8BviuWEx4eTkZGBkVFRdx999189NFHiKKIi4sLDQ0NVz/pBcgi8WZY/334xRp46gR8/QwULZdGy/1rOEy7hAAUBMn6JiQZvloMXz8liYg5H15T5+oVUSil6S/hMy/eZjZItjhtFZItj6FRsqfpaYxRqqV0rEIjNbso1JK1jneYlGZ2Dbz+DupvEqtZSvunvSzVU/oMkRqHVM6w8yUo3yWtC58No38O/cf03t9mlaKye34tvU49qJyk6KlSDSOflVLLrleIWrWUQ/b7kPuhdB0KtTRRZ8TjiP3GoH/zLdpf+yWKwAB8PvkPmp7pIHa71BDULQg5ewiajjsOKyqcMdWoMZ/VYqrTYBVDsDe3d9cdCugWzMPz9ddQaK/sW3g+xcXF6PV6kpKS0F7HfhdiMBjYtGkTIEUQnZyc0Gk0tLS04FpXjz7An+RxY3G5YFSeKIrs/M9/MCiVDC8q5kR8HFqkTrz9+/c7iqxjYqQ52YWFhVgsFhQKBREREaxZswYXFxfZF1FGRuaOok+fPgwcOJDy8nKqqqro2/fmSq2io6MpKioiOzubwYMH4+bmRkREBCUlJeTn5xP98MN4urrR+uJLNM6dj8/yZYSFhVFSUkJTUxPDhw+nsLDwhppWQBaJN4fdAsvuklKP8/4D8d+HtQ9JUbuvn4Kjn8DC5eB9QUNAnwR4LAc2PCJZwtTkSNHHviNuz3VqnCFguPT4LmG3S80yu38liTvXIMmTUOsGe38vWe0ISoi6T/I4DLgg6mQ2SLOX9/+pd6ON1qPbHkiUIodjXry4y/n8azixRfJbPLkVEKWJN8k/kWocXf0RzWZaX/gphhUrUQ8dis/HH6AUas81JZ09JJmX9+AVCtEPYLH3oe29rZiKG0EUEHx9QbQjNknfBtUxMXi//y6q6/wQMpvN5Obm4uLiclP1fDabzdGo0lMkHT14MDlHjqAxmdAH+BMSEMCAS8xSzvnsM6oEgb5nztA+eRLGmhpSU1PJzMxErVaj1+sZMGAAXl5ejusFKZ1TVVXlmP18I+kTGRkZmdtJUlISFRUVHD58mPnz59/U55RGoyEmJoaMjAxKSkoYPnw48fHxHDt2DJvNRn5+PiPvvw/BxZmWZ56jcf4CIt/9NyVIJTqpqakUFRVxo3aHski8GYKTgHQ4/DdpssjC5fD0SUm0HPmHNEnkzSEw9iVpisf5dW9OHrBoBWRNgK3PwYcpkPpbKVr135zB/G1AFKXXe+dLkhDUekivr8ZFajJpOyPZ0ST+WBLwXgN7729ogrRXpHRwz+g/hRqcfSWBbzFIHc5jf3HJMXeAJDCPfgpH/i5F/QSlZGo+4gnJ/Lz7Q8HW1ETzDx/BnJGJNq4/3vMEFJ8OO+d9qVBLtZwhKZJxdXAylsYuWn70YyxHpZF2uLmj9PPFVibZwSh8ffF845/oxl8svq6Fo0ePYjKZGDVq1E0NpV+xYgVWq9VhcO3j7Ezt8uVYhg3DFbAIAsnjx1+039l168jp7MRFr6f/7NkcKihg0KBBjvFRfn5+NDQ0XBRFBOlb9c6dOx3msTIyMjJ3Gu7u7kRHR5Obm0tpaanDneFG6YkG5ubmMmTIEFxcXBxNLfn5+URHR+M8bx6CszPNjz+J+YePEPrkE5SVlZGcnExMTAx5eXk3dG75a/jNMP53kPiU9HN9odSQkvO+VAf3ZKFk1CzaJJuVv/eDikO99xcEGPkE/PCwVMO4+1fwwSipA1rm0lRlwqeT4fPpkuH1iMch7vuSjc2On0kCb8If4PmzMPPN3gKxuRxWLILXAyRxZzVKTT1eg6SosKEB4h+Bp0/A7LcvLRA7amDXr+DvIbD5CSmtPOZFePY03LMWBk8FRKjKwrLsRRrGj8SckYnL8A584g+iqNotmaCP+xU8uBNebIUfHoJpf8EWMJ7GJ39G/ZhxWI7mg0aDOiYGOjslgajR4PbizwnMy7lhgWgwGMjPz8fLy+umvLy2bNniSF8EBQVht9vpu2IFZyIjcVco0KvVDB06FE9Pz177tW7ezN7jxxFEkVFjx5FZWoqzszPDhw8nPz8fT09PGhsbCQoKIiAgAKPR6PBFHDhwIJ2dnTQ2NhIeHo6Tk9OFlyUjIyNzRxAbG4uzszOZmZk3bD/Tg0qlIj4+nq6uLgoLCx3HVygUjmgigG7aNHz+8xGi0UjEG2/hdraS0tJShg+/8SyiHEm8GVbfC7/5WrJ62fKU1CG89Vk4vlnyOnwkHUrWwcYfShGqj0ZLs3YXfNnbTy8oDh7Nhn1/kKZ9vJsA438tiQ85qihRVwh7fwclqyWfx8j50gzj3I/BZpJseib9CWIfutjGpipLai46e55I9xokWQXVHZWajmK/Jwm3C0sDeqg9Kk1XKfhSEpTegyUxGvOQFMFsOgHpb0kRzjP76DpupmWPN6JNwHOODy4LHpImmISkXOSpaTeZaPvFLzGs/EpKXysUaEaOxFKQj6VbIDnNnoXX3/+GwvkaTLqvQHZ2Njab7aZStenp6VRWVgIQN2wYuUVFBBUUUp0wAhQKLFotGpvtIlsdw+Yt7Nu9m64hQxgVFkZ+TTUWi4WpU6eSnZ2N3W7H29ub1tZWRzNNXl6eI4oYGxvrSDvfzIeejIyMzO1GrVaTlJTEnj17yMnJISUl5aaON2TIEI4ePcrRo0cZOnRory/XPdFErVaL0/jx+Hz8MU0Pf59Rn31OvlZLTEyMo07yepEjiTeDsVXqUq44IHkfqnSSgCnbAW9HQf4XEDkXXqiF5BeklOTxjfCqN2x7QepI7kHtBJP/BD88IvnZ7fmNZKtTe/S/dXd3BvVF8NUS+He0JBD7Jkm+fyVrpAkqQXGweDX8uBRGPn5OIIqiJNDfCIP3R0oCUVBIIi1ktNT9XV8gjc/7cakk6i8UiHY7HN8Cn0yGd2KlGtOQZGnM4vcPSR6S256DfwyAt4bA108hHt9Cx7EQmnf4Iji74/vl57i8fRQm/REGTe4lEEW7nfa//Z2ayGEYlq8AUUSdOBJFYCDm9HREQxeqyEj80/bh8+47Ny0QW1tbKS0tJTAwkH79+t3QMU6dOuWI7MUEBXHi0CGUZjOBOh2NfYLw9fWlq6uL+Pj4XpG+ri1fk/Pxx9QNGUKovz8GnY6GhgZiY2Mxm81UVlYSGhpKRUUFPj4+BAcHo9frHd+aAwMD0Wq1nD59mn79+l0UoZSRkZG50xg8eDD+/v4UFRXR0tJy9R2ugFKpZMSIEZjNZsdncGxsLEqlslc0EcBp3Fh8P/0EBRD1/gdUbNp0w1OpZJF4E9iCulN+hculTue474NL94g5mxnWPiClRdvOwrTX4fkq6J8qRaIO/xX+7CGNgzu/oLTvSHgsG8b+Eury4b0RkqA0dVx0/u809cXw1T2S2C5aKY0bdOsrWdNUHpYiiQ+nwQ8OwdD5Unc3SJ3Oe38Pr/lKBubNJyXxPmwJhE451z08/B6pJGD+ZxfbFVm6IOs9eHsYfDlL8qIcdg/Mfhf6jZXqGf8SIHWo53wgRTRH/ghx/ipaGh+jfUcbqiFD8Nu6De3Y1ItuTRRF9J98Ss3QYXT89W9gMqGMGo46Lg5LRib26moELy+8PvyAgJ3bUQ+6NR28mZmZiKJIYmLiDc0WbWpqYtcuqVO8j82O+dPP0Ht4EOnkxInYGNRqNc3NzXh4ePRqiOnavIWyl1+mZNJE3HU6wuLiyM/Px8/Pj9jYWA4fPoxarXZY3cTExCAIAllZWdjtdkCyvekRjLLtjYyMzLcBQRBISUlBFEUOHTp0w80jPQwaNAgvLy8KCwsxGAw4OTkRHR0NQH5+PiaTybFWOzoF948+REBE8ezz+FZW3pBvoywSb4KW/xzDnPiOFFGymaR5yqJNMpbumeRxaju8PVzqZHX2gYf3wBMF4B8trdn6jFQjV7jinFhUaaXI0yPpEBgrCco3h0D+l70F5XeR6hwpcvj2cKlz2T0ElE5S/aHVKPkbPlMOS1ZD/7HnLIbaKmHFAviTq5SW7mqWrHtG/wwGTZWOdWobDF0IT+TDwmWS8DyfjlrY/Rv4Wwhsegzaq6Txg/1T4cQm6bn9r0izrIcukETjM2Xw9HFsI39D468+o2vtBpymTMZv/TpUl4jWGbZsoTY2nrZf/BKxQ49y4ECcZs/GVlSMJScHVCpcn32GoPw8nKdPu2Uva319PeXl5fTv35/AwOufld3V1cWaNWsAcO00MPRvf+fE+HG4arWoY2LQ6/W4ublht9tJSUlB2T14vmvzFmpe+CnZixaiUKsZO3Ei+/fvR61WM2nSJI4ePYperycuLo5jx47h5uZGaGgoLS0tnDhxAkEQcHd3JzAwkGPHjuHt7U2fPtc+tlBGRkbmv4m/vz/h4eFUVVVRUVFxU8dSKBSMHDmy1/Sp6Ohox1z786OJAB6p46n62c8QRZGm+x8gymy57nMKN6ts/5dZ5uMnjnN2xvv9t9CZ1kmj25DGoqH1BFMruPeThEzbGUnw3fX+Oaubsl2w7mFolyZV4OIP434NCY9IQhGklHTOh7DrJUn49E2UGmP6j/2mb/f2IYrSa3HwVSjbKT2ncTvXARwULzUIDb9HSsufz7HN0oi9+p7/OQQpJT3iMcmapvgr6emIuZD6O6lp5ELqCrrrDb+QIsAaN8k8vMdHUqGC4FGS2Bw0VepG7olcAubCIpof/j626mpcn3wC9xd/jqBU9jqF8Ug6rc89j637Q0IICEA3awZdK1chdjeAaKdOweuNf6J0u/KklOtFFEU2bdpEbW0tCxcuxMvr+szPbTYbn3zyCVarFZXRyJRXX+fYs89Q5uHO6NGjOXLkCDqdDr1eT//+/Zk2TRK3hnXraHr2eTIeepCmvn1ITU2lrKyMiooKJkyYgI+PD6tXr8bb25tBgwaRkZHBuHHjiIiIYNu2bZw5cwaAsWPHYrFYOHLkiGO7jIyMzLcFg8HAihUr0Ol0LFq0yPEl+kYQRZF169bR1NTEkiVLcHNzIzs7m+zsbJRKJffff38v79va2lrS/vU2ycuWoxBF+p46cV1pJDmSeBOoBg4Au53mH/4Ifes4WLoJXPykjT2zktsrQF8HEfOlDugPkmDj49JzoZPg+QqY8xHovKVO2a+fkmoWt/9UWqNQwohH4anj0oSXmhz4eBwsm/Ptr1e0WaUI6rsJ8NkUSSgK3W9JQZDsZB7Nkh5x3zsnEI1tUsTvVR9YNlsSiConqYnkvq/BxRfWPywJxPDZ0v73rO0tEEURjm2E90ZK9Y55H0sCESRx6uwLI38E96yHnzXB9/dLzUTBSb0EomHNWhrnzMXW2IjXP/6Oxy9/0UsgmktKqZsyjaYFC7FVVCB4eODyoydRqFQYPvoPol6PatAg/HftwPfjj265QASorKykpqaG8PDw6xaIoiiy7MsvJasbq5XJH3+C4l9vUebhTlBQEBUVFdhsNgRBQKlUkpycDID+o49p+fHTHJs9i6a+fRg2bBgWi4WKigoGDx7M4MGD2b9/P6IokpKSQkFBAS4uLoSFhVFbW8uZM2dQKpXodDoGDRpEUVEROp2OwYMH3/LXR0ZGRuZ24uzsTFxcHO3t7Y6ymRtFEAQSExOx2+1kZ2cDUgmOWq3GZrM56hV7CAgIQBkbQ8ZDDyCor78RVu5uvgms5adxWrQQ48ZNtP3iV1gfeQTPnxZJ1ijFq6RaNbsFbEYoXSPVxFkM0izfgi+k1GnycxD3sCRw8j+DnS+CvhYO/UXyX4xcIPn99R8LM/4h/bzrJen4xzZItXnjfwuB0f/tl+Pa6WyQJpOkvwGddedtEKHfOIj/gXTf53cB26xw8mvY/2epLlGUatVwDZJSyn7D4MCf4YvpgCDtP/YlybjccXhRmohz4FU4sVkaWdiDxhUGTYPB06Tfk9eAK96CaLHQ9vIrdH74IYrAAHzfew9NwrlZ3NaqalqeehpzujTeT9DpcH74e5gPH6bzX29Lz3l64vl//4fzXbOu/zW8RkRRJD09HaVSeVG38bXsu+bjjzFYrWC3M7WklD47trHl0CEEQWDAgAEcPnwYX19fGhsbiYuLw83NjfbX/0LHP/5J7aSJlEVHERgYyJAhQ1i/fj1ubm6MGTOGkpIS6urqGDZsGE1NTXR1dZGSkoJCoSAjIwNBELDZbAwbNozKyko6OjqIj4+/KV9HGRkZmf8WUVFRlJaWkpOTQ1hYGM430YjYt29f+vTpw4kTJ4iJicHLy4u4uDgyMjIoKCggJibGEU0UBIGhQ4eyv6mJ9j//iest1pE/cW8CwcsT085duL34czpee53O99/HVnEG7w9WIBSvkuoN9bXg7A+GeqnrWeMmefud2gG7fykZOk/6kzQVJPYhiH5AEoA7fiqN0Sv+Snq4h0D8D2H4Elj8FdTkdlvCrJEeg2fA6J9KNis30JRw2xFFOHMA0v4gzZfuEXkgjdGLvk9KJ5/fRCKKUrQ06x2pU9zSI+oEKf078U/Sc2mvSMJRUELMg9LoPf9u89LOBilCWbq+Wxie1wDkHiw1tAxbLIlJxbWlAGz19TQ//gTm9Aw0o5LwfuffKP2kCLKttZWW53+CafsO6fpVKnT33YfY1Ejnv9+RntNocHv6adyeeQrhNk8MOXnyJM3NzcTExODq6nr1Hbqx1dez/f33afLzA1Fkso8v/d98g1OnTlFbW0tERASFhYWo1Wra29txcXEhJiqKtpd+Qednn2MYO4a88eNw1moZN24c27Ztw263M3HiRKxWKxkZGbi4uBAfH8+aNWvQ6XRERERQUVFBbW0tTk5OWCwWhg4dyrZt21AoFDdtSCsjIyPz30KpVDJq1Ci2b99ORkYGqampN3W8xMRE1q1bR1ZWFlOmTGH48OHk5eU5up8TExMdawcPHkx6ejr5FjPXW6wji8SbwO3HP0L8xxsYPv8C7w8/oPmxxzBu207D9Bn4btqIYvA02PVLaWSbQiXVKXY1SqLHyQsGT4fKI7D2QWlCy4Q/QNhMGL5YarAoXSsJwfpCqW5x72+lh38UDFsk1diN+7U0ZaRktRRpC4yTDLqjlkr+ff9tavKk6zux5VwKHqQIYOzDEL0U/M8bDSeKUkq96CspstpRfW6b1l0yu05+Hs6kwbZnpQ5wpUYS3qN/Jpljn9kvzU8u3yNNZDkfrbskDFN/B+7X3wBhysqm+bHHsNfW4fLDH+Dxq18iqNXYOjpoe/ElujZsdHgdOs2fhyowAP17H4DFIs1Znj8Pj1f/D+VN2tlcCzabjczMTDQajcN38GqIdjuGL5eRuXMHZ5OTQRRJiYsjNDERq9XKkSNH0Gg0aDQaOjo68Pf3p76+njGjRtHx9LMYN29GSE0la9YMRIOByZMnk5WVRVtbG6NGjSIgIICdO3diNptJTU3l9OnTdHZ2kpSU5IgiKhQKjEYjw4YNo7W1lbq6OoYMGXJT37xlZGRk/tv079+fvn37cvz4cYYOHYq/v/8NH8vf35/+/ftTXl5OQ0MDfn5+JCQkcPjw4YuiiWq1miFDhlBQcP2DOuTGlZtg5ahkcdZzz9H6/E9Qx8fj9dfXabh7LmJHB4qAAPx37UDp5QWVGVJnbG2eVOtmbJPS0CCNZfMaBC0nJTPuPiMk4Rc+WxrtJopw9rCUei5d2x2B626OAckWZvA08B0q+f6VrJbSqFp3KToZ84AUdfsmoouiKI2oO5MmibzKw71Tuq6BkviN+4FUH9hzTTarFAksXSfVKPY08vQQGCdZAg0YD3n/kbrI2ypA7SJFX4MSJLF4Zl93nWb3a6NQn3ud+4yQ0vsRc645Ytj71kQ6P/2Mtt/+DkGpxPMvr+E8bx42vZ62l35J1/r1YLOBIKCdMAGnyZNo/79XEdvbAVCPHIH3v9667jnLN0NBQQGHDx8mKSnJMeLuSliKiml58SXKzSaOzp8H3WmKMWPGAJKFTm5uLnHdFjYuLi60t7cT6OdH8vKVmA8cwGn2bNLvnk1lVRVjxoxBFEUOHjzIgAEDmDJlCmfPnmXr1q0MGDCAyZMns2LFCsxmM/feey+nT59m7969uLq60tnZyT333MPhw4c5ffo0ixYtuu56ShkZGZk7jebmZlavXo2/vz933333DdmRnX+sVatWERwczMyZM7HZbHz++eeYTCZiYmJISkpyrG1ra2PFihU8+uij13VCOZJ4E9hOnMR06BCuP/4R+rf+Rcc/3yAg/TD1k6dir66mbmQSPiuWoU1IhEcyIeMt2PNrSbhoPaTImkIJTaXSAZ08pTTy8jngGwkpP5GEXr8U6dFeLTVYZL8vdUsDGBq7u6q78egnmXF3VEup7Kx/S9NBht8DEfMk8+lbIRjNBsmDsOk4NBRJIwfPHjovJdyNW1+InAcpPwPPkHPPt1VKljQnt0qp9/OjjAA6Hym9Hv8DqZkl/Q1Y/71uAewhdTCb2qUobQ/OvlIHeUe1VOso2qVUcvLz3XO2bwyxq4vW7okoyv798PngAxQD+tP83PN0rV5zThymjsf5ew/R/tvf0bZ7NwDKfiF4vfkG2hEjbvj8N4LZbCYnJwcXF5denoWXwq7X0/6Xv9L50cc09OvH0QfuA0EgODjYIRBbW1s5evQo3t7eNDQ0YLPZUCqVCEDEp59jzsjA5YH7KZ1zN5UFBYSHh+Pj48PGjRtxd3cnNTUVq9XKgQMHUKvVpKSkcPLkSTo6OhgxYgQKhYLMzEzUajV6vZ6wsDBsNhunT5+mf//+skCUkZH5TuDt7c3QoUMpKiri1KlTN9WM5+3tzeDBgzl58iTV1dX06dOHkSNHcuDAAQoLC4mNjXVEEz08PAgJCbnKES9GjiTeBMt8/MRxTk64/OhJbGVlGL/eitsLP8H1qR/TtGgx5oxMEATcf/db3H74A2knfT2kvSylnO1WSQCJdinS1VYhdTjDued13pDwGCQ8eq6Zwm6XonUFX0j1i8ZW6XmthyQ6u5ovuNLzIo9ad/AfLp0vZDS4Bkhm02qdtE60Sw+LQarfM3VI19RZL40W7BGG7ZWXf2E8B0qTTEY8LqV0RRFaz0iRxbOHpDRwQ9F5l9d9ryikCGrCDyWrmZI1kP6mlJJHlGoOxfOm1LgGSjWYfsOlCSolaySx6eQl2QiN/BF43thkkR6slZU0P/IolvwCtBMn4Pnaa3T85S8YVq0Gq1V6SceOwfXZZ2n/4x+x5OZJt+Tuhscffo/LokU3df4bJSMjg7y8PMaPH8+QIUMuuUYURYybt9D6299hr62lc+wY9k6cAICPjw/z589HEAREUeTrr7+msrKSkSNHkpmZSUBAAHV1dQzIz2fYug24//IXVE+cwL59+/D392fKlCmsX7+erq4u5syZg6+vryMNkpKSwrBhw/jqq6/o7Oxk6dKlFBYWkp2djbe3N83NzSxcuJDCwkJKS0u5++67b8jbUUZGRuZOxGg0smLFClQqFYsXL0Z9A13HPbS3t7NixQpHZFIURT7//HOMRiPR0dGMGjXKsbaiooJ+/fpdV5RIFok3wdr77xcT9+wDwOXxRzEfOISlsBCvt9/Cec4c2v74Cvp/vwOA08yZeL/3zrnQctNJqXGlaOW5A3oMkPz9GoqlzuULo2uBsZJYjHnoXOev1SSJrtJ10j76Gul5hVqKKmrcJKNvfc05MXkzqHTSMe3mc8cTlNCvey51+Cxpe2OJlPrtEYb62t7HsFskkQxSVLD/OKmRpKFY8kpsLe/d3CIoJb/EkGRpfd9E6KiSIoyl66S1vpGQ9LSUYr8F9Zhd27fT8tzziK1tuDz5BPamJily2C0ONSkpuP/6l3S89jqmPXulnTRqXB97DPcXfoLwX+rE7ezsZPny5bi7u7NgwYJLzmg2FxbR9rvfYT58BMHDA+VPX2CD1YIoiri4uLB06VLHe7W8vJwdO3YQFhZGTU0NJpMJpcWCrauLCR98RMBfX6ctOppNmzah0+mYO3cu+/fvp6KigrFjxxIZGUljYyNr167F19eXOXPmcPr0aXbu3ElsbCzDhg1zeIh1dHTQv39/xo4dy5dffulYfzMpGRkZGZk7jaKiIg4ePEh8fDwjbjLTtH//fkpKSpg+fTr9+vWjtLSUtLQ0FAoFDzzwgCOaaLfbUSgUskj8ptixY4cY9+lnmHbvAUC3eBGmtDTsLa34fbUSTUI8Xdu20/zoY2C1ohzQH7/Nm1CeP3e2KlPyRDyz79xz4XfDzDeg8RgcWy+JoPMbOBDAc4AURRu6SDLndvaVInb1BVL6tmwnnD3YuyZQ5w3eYeeMqjvroaNGsujpQamRurGdvUHtLEX5zHpp+khX07l1Tp4QGA++EdIkmdbTkjBsLO19TkEBzn6SiOtqOif8dN5STaGp/WIxDJLI9R8mpcgHTZUEstoJTHoo+FJKo9fmSWsHz4BRz8KgKbcklS6azbT96c90vv8BgocHqsGDseTmShFcQDMqCfc/vkznv9+ha+06R6OK8+JFePzxZRQ63U1fw82QlpZGaWkp06ZNo3///r222RobaX/tdQxfLgPAeelStM8+zZdbtmC329FoNNx///0OqxmLxcLKlSuxWCyEh4dTWFhIgNlMnUZD9IGDxP/sZ5j692Pt2rVYrVbmzJnD2bNnycjIICwsjNTUVOx2O2vXrqWlpYX58+fj7e3NmjVraGtr49577yU9PZ3jx4/Tp08fqqurmTNnDmfOnCEvL48pU6YwcODAb/w1lJGRkbmd2O12Vq9eTXt7O4sXL8btJjxyewIDnp6ezJ8/H1EU+eKLL+jq6roomoiUWrxmZJF4E+zYsUOcnJpK3aQp2E6dAkA7IRXTocMo3Nzw27wRVXAw1oqzNMy+C3tTE+h0+H75BdrEkecOJIqSLczuX0uRNzhn5zLzX6DRQXOZJBaLVkgROpup98WodOA9SBJtrkFSKlbnLQmwtrOSiGsth5Yyabzd7UBQSuluke60tfXK6539JFFqbJHS2wDByTDqGUkcqjTn1tYehax3If9zSeBqXKXXJ+lp8L10OvVGsJ49S/MTT2LJzUNwc0Ps6LbMEQS0Y8fg8fIfMHy5DP1HHzs6lrWTJ+H117+g9PG5Zddxo7S0tLBq1SoCAwOZPXu2IwInms3oP/qIjn+8gdjRgSY5Gc/f/w5FxBA+/fRTLBYLSqWSBx54AI3m3Ovek7aOi4vj6NGjOHd2otdo8NDrmf/gg4heXqxfv56WlhamTp2KRqNh8+bNeHp6MnfuXNRqNVlZWeTk5Di+MZ85c4Zt27YRFRVFWFgYa9asITAwkNraWoKCgpg+fTpffPGFYzrBpSKhMjIyMt92qqqq2Lx5M6GhoUyePPmmjnXkyBHy8/OZNGkSgwYN4sSJE+zZs+eiaCLXKRLlxpWbRFCr8V32JXUTJkJnJ6Y9e1FFRmItKaHpvgfwXbsGVb8QArIzaVq4GHNWFo3z5uP6xON4/OqX3QcRpOkroZOkBpBtz0vdvnkfS6Jo6EKY/ndIeV56gGQtk/0+nNoKLeVg7ZKscupvws1dUEgG4ApV96Nb8Cm76yVEu/R8z1QUm0USqzazND7Qbj43tQSkSKR7iFQDGRQPHiHSuto8aaZ1Y4m0znOg5JMY/QD4hp/b39QBxash+71z4jkwVqp1jFoK2ls7naRr61ZannkWUd8p3W5HByiVOM2YjsfLf6Br1Woaps9E7OqSbm/ECLzffANVv+svBr5dZGRkIIoiSUlJUj2h3U7Xxo20v/oatjMVKENC8PjrX3CaOQOAL774AovFgiAILFmypJdAbG1tJT8/Hx8fH2rLy7Hb7agaGqBfP8YtXozSz4/t27fT0tJCYmIiPj4+rF27FpVKxeTJk1Gr1TQ2NpKbm4u3tzdxcXGIougYHxUVFcWePXsQBMHh4RgbG0tpaSlms9lhiyMjIyPzXaRv374MGDCAsrIyR+PJjRIbG0tJSQlZWVkMHDiQwYMHk5GRQWdnJ7m5uRdGE68ZWSTeAlR9++Dz7r9puv9BEASsJSUoAgOxnjxJ8/cexmfFMhQ6HX7r19L+l7/S8Y9/ov/3Oxh378F31UqU3t7nDtYvBR45Ag3HYNOjkudf4TIoXC516Kb8VKr7C4qF2f+S9jG2S+nqUzuk9XX5wHn1fBo3aS60s4/UNazzlv7r4gsuAVLU0TVI2g5Sc4i5s7txpb27aaVWSnk3HZfS4G0VOJphQBqLF5IiPYKTpdpB1wBJFFZlSCPwDrx6rmFF5y2N3Yu+X1rbkya226Qay6OfSI0oFoMUJY19WBKHfUfecjsfsauLpsefwLRz13mvmQbnxYtx/9UvMHy5jPqx4x0zllXh4Xi98Q80UVG39Dpulp5xdgMHDsTf3x9j2n7a//RnLAUFCO7uuL/0Iq4//AGCkxOiKLJq1SoMBimCO3/+/F5m2z3WNXa7nRCTiTy9Hp/y0zQNHMCgQYMI6t+fI0eOUFFRQXh4OMOGDWPDhg0YjUamTp2Kl5cXdrudffukMorU1FSUSiVnzpyhsbGR4cOH09DQQE1NDWFhYZSVleHj40OfPn3Yv38/Op2OsLCwS96njIyMzHeFUaNGUVFRweHDh5k3b94NfzF2cnIiKiqKnJwcTpw4wZAhQxg1ahS7du2isLCQ+Pj4XkGAa0UWibcIpwkTcHv6KTreeBPUauy1tQiuLpizs2l54km8P3gfQaXC/YWfoJ0ymaZ7lmI9doza+BF4vv7qxV2wfkPg4X3QXgObn4TjG6Uu35ULJNEUOR8i5kr1ek7uMOQu6QFS3V51FtQdlSKLdQVS92/LqZu/UZVOstgJTpImpfgOkVLc/lHn0sNtlVL6vGwnHN90rmPbxV/ySIyYI43A61kvilBXKHVr539+rnM6OFnyQRy2GHS33gLFbrXS9tvfYfjsc8nGBkDnhOsjj+D67DMYPv+CusRRDq9DZf9+eP7fn3EaN+6WX8vN0jN+TxAEYj08aLx3Kaa0/aDR4PrYo7j++Mcovc+9hps3b6alpQWAmTNn4nNBqry8vJyqqir6dRoobWtD5eREV9hg1IJAcnIyxcXF5OfnExAQwJgxY0hLS6OpqYmEhAQGDBgAQF5eHk1NTcTFxeHr63tRFHHz5s2o1WqcnJyw2WzExsZSVlaGXq9nxIgR8gg+GRmZ7zzu7u5ER0eTl5dHaWnpTU2Wio6OpqioiOzsbAYPHkxoaCjp6eno9XpycnJuKJoofwrfQtx+8jymzCzMhw8jeHggtrWBSoVxx05aX/oFnq+9iiAIaGNiCMzLofnh72Pal0brs89jWLES70/+g9Llgq5c9yC4d600Xm7fy5DzvpRaLvhCeihUkpXNwAlSI0vfJNC6wsBU6XE+pg7JikZfC4YG6ZiWTrB0SccEKZUsKKSmEq27lNJ18e+ONnZHHM//pmO3S7Y4+Z9JUcwzaVLtYw/+wyW/w/C7pI7knn1FEaqzpXRyyWopQglSR/a4X0n1hj63J5Jka2yi9Te/wbhxk6MZRXB1xe2nL+Dy/YcxfPo5dXEJ0u8PpBTtn15B120Pcydy5swZ6urqCG1sxDxvAQgCzosW4vbCT1AFB/dau2vXLqqrpUao8ePHE3zBdovFwuEDB1BbLFBchHHkSPr6+VHV0EBKSgoNDQ0cPHgQd3d3pk6dSnFxMSdPnqR///7Ex0vzq5uamsjJycHLy8vx3PlRxPLyctrb24mPj6eoqAh3d3cGDBjAunXrUKlU8gg+GRmZ/xliY2M5fvw4mZmZDBo06Pz6wetCo9EQExNDRkYGpaWlDBs2jJSUFLZv337D0URZJN5CBJUK73+9Sf20Gdj1elRhYVhPnADA8OUylP7+uP/0BQAUWi2+X36BYd0GWp57DvPhI9RGxeDxyh9xvfeeiw/u4id1PE96RapFPPIPaTKJ3QoVB851RytU4DdM8kEMjDkX7XMPkQRfwHDpcb3YrJLlzKltUF8kRSgbiqChRBKaPfiES9HC/uOkR4+3I0h2PWcOSannkjXnDMFdg2Dkk1Kndv9xvUXoLaRr9x46Xnsdy/mjiTQaPF7+PS733Yfhiy+pjYpBbG0FQNm3Lx6v/BHdlJsrKL7dWOrqOLx5M0pRZOB/PkU7aRIeL/0cdWTkRWsPHDjAqe4mq5EjR17SQzFj7Vo6jUYGHUmnbMxovL28qG5sxMfHB19fXzZv3oxWq2XGjBk0NTWRnp6Op6cnEyZMQBAER5pZFEVHmvn8KGJERAQbNmzA1dUVlUqFyWQiMTGRmpoampqaGD58OE5OTrf9dZORkZG5E9BoNCQmJrJ3716ys7NJSUm54WMNGzaMgoICcnJyGDJkCP3798fNzY2Ojg6ys7NJTk6+ruPJIvEWowwIwPtfb9F4z72Iooh28iRHrVvHP/6Jwt8f14cedKx3nns32ompND/0MOaMDNpe+CmdH32Mz38+uvQIN62b1Lwy6llJsGW+Dce3dJ9cI0X92s9KqebzUajArY80AcXFT7KwcfKUagl7GlXsVknIWY1SV3RXMxiapPSvvqa3byFIkcXgURAQJUUz+40Bt/NMj+12qcGmbKf0OJN2LmLp0V+ahBI5X0or3yZhaNfraX/9LxhWfuVIG/egmzMHj//7E4Yvl1EzPPqcOAwKwuOVl9FNm3ZbrulWYWtqQv/vdyjOyaFj+jSGHDtO8Ccfo73Mh0BGRgbFxcWA9EESFxfXa7toNHL21dco9vfDvamJlgmpYLOhVKkQRZG4uDi2b98OwPTp0xEEgV27dqFSqRydzSClmRsbG4mNjcXPzw+Qoog9ArC4uBiz2UxKSgrp6ek4OzsTFhbG1q1bEQSBqDus1lNGRkbmdhMWFkZRURFFRUVERkbe8JQptVpNXFwchw4dckxdGT16NFu3bqWoqEgWiXcC2tEpuP/yJdpffgX14EG4/vjH6N96C4C2X/wSwd0dl3lzHeuV7u74rV2NYcsWWp95DmtxMXVJyTjfswTPP/8J4VJu7AoFhM2QHvo6aeZxwRdSkwhIdjR+QyWDapVWEn+ddZIFTnXmOSPrK6FykhpM3PpKqWKPEMmw2n+YFK109u69vr1aihJWZ0NNtlRDaWjsvkmNJCJDJ0v1iLdqPOBl6Nq9h46//0PyN+y2eRJ0OsSuLgRPTzz/9AqWoiLqEkYidjdvKIOCcP/9b3GeNeu2XdetwNbcgv7dd+n86GMsFgvHn3sGrULBqD+9ctk0RW5uLnl5eYD0YTR69Ohe2y3HjtH0ox+TOSIBUakkJDGRotOn6devHxUVFY5OOZPJxJQpU/Dqtr4xmUxMnz4dz27vz+bmZkeaOSEhAaBXFDEkJISvv/6awMBATCYTXV1dJCcn09TURHV1NWFhYTflFyYjIyPzbUQQBFJSUli/fj2HDx9mxowZNzxEIDIykvz8fI4ePcrQoUMJCQnB3d2d9gsCJdeCLBJvE66PPYaloJCudetxe2E4Xu+9S8sTT4LNRuuPn0I0GXG9p3da2XnmTJwmTaL1hZ/RtXYthmXL6Vq/Abef/wzXH3z/8m8Y1wAY9bT0aK+SmkWObYTTeyVzbQAEKRU8cKIkHj1CJJ9CnU+3lYwoRROVWkkcOnl0j+o7D1GUpqx01EiNMS2npHrExlKoyek9VUWhgoBoqSs5dLIkEHumxNwmLKdP0/HaXzDu2OEQfiiVqIZGYq+qxt7cjHbiRBTu7rQ886zkcwgoBw3C8+Xf4zR+/G29vpvF3tqK/v0P0H/wIaJejyo8nMpHH8HU0U7KqFGXFYhFRUVkZmYCMGDAACZMOFdbKYoinZ98StvLL1M9OIym0FBCBw7keGUlLi4u1NfXo9VqaW1tpb29nTFjxtCvXz927NhBc3MzI0aMoF8/afShzWZj9+7diKLI+PHjUSqVQO8oYk5ODoIgMGrUKHbs2IFOpyMyMpKdO3cCUm2OjIyMzP8iAQEBhIWFceLECc6ePev4bL1elEolCQkJ7Nu3j/z8fEaMGMGYMWPYsmXLdR9LFom3CUEQ8PzL61hPnqLjL3/F++MP8d+5nYa75yJ2dND2k59iq6zG44Xne+2n0GrxfvOfWJ9/lqZHHsVaUkr7b39Hxz/fwPOPL+M85+4rn9i9rzTab8Rjko9hTQ6c3ieJupocyU7n4quVJrZo3SVvwx5xKNolS5oeKxxj28Um3iBFCf2jYMjdkh9iUIKUglbdWPHt9WDv6KDj7X9jWPkV9tpzIlXZvx/OCxdhPX2artWrEVxdUUdHYdqzxxFZVMfE4PHnP6GNib7t13kz2Nvb0X/4Efr33kdsb0c1aBBur/0fwuTJFK1cibu7O5GXqD8EOHHiBAcPHgQkT66pU6c6ttlqa2n9+UsYd+7EHhpK6T2L0SoUWKxWLBYLQUFBVFRU4OPj40gfDx06lMOHD3PmzBkGDx7cK2WdmZlJc3MzCQkJ+Pv7A72jiG5ubhQWFjJs2DAaGxvp7OwkKSmJtrY2KioqGDBgwA2nWGRkZGS+CyQmJlJeXs7hw4fp27ev48v29RIWFkZeXh4FBQUMHz6c4OBgPDw8rvs48sSVm2DHjh3ilClTrrjGWllJw4xZiGYzfps2oAwOpmHufKyFkum1dtJEfD7+COEybwTjnr20/PSn2GskAaTw98P9pRdxXrToxkLRxnZoPiFFAJtPSt6H+jopFW3WS76EPdNPBKXU6ax16+509pDqEN2CpPpGr0HgPVjqSFZ+c9837B0d6N95F8PatdjOVDieF9zd0c2ehfsLP8F8NJ/Wl34hWRH1dJqDNCFl9Gg8X/0zqm6rljsVu15P54cf0fHee4itbSgHDMD9+efQzZ2DoFQ6ak56HPYv5PTp044aQn9/f8cMZFEU6Vqzltbf/AaxtQ3d/HkUz59H8YkTDB06lOLiYvr27UtVVRVOTk4YjUYGDx7MhAkTKC0tZf/+/QQEBDB79mzHB1h1dTWbNm1yDJnv8frqmfs8dOhQysvLEUWRRYsWsXbtWiwWC0uXLiUtLY1Tp04xb948Rw2jjIyMzP8qubm5ZGZmMmrUKKKjbzyIcerUKXbt2uUYzddt2C1PXLmTUAUH4/3uOzTecy9ND/8A/80b8d+6hdaXfonhs88w7dpNbfwIfDduQH2JyR1OE1IJzMzAsPIr2l/5E/b6Blqf+wltv38Z1x/+ALcnn0C4nnZ5J3fokyA9vkXYmprQf/ABXes2YKs4TxjqdGgSE3F77hm0I0diq6+n9Te/lextekbStbVJk1OmT8PzlT+ivMOFiF2vp/OTT9H/+x3sLS0o+/XD7Te/wXnBfIRu78D29naKi4vx8/MjNDT0omNUVlY6BKKXl5dDINrq62n9+YsYt+9A4euL1wfv0ZGQQPG6dfj7+3P69GnUarXDZNtoNBISEsL48eOpqqriwIEDuLm5MXXqVIdANJlM7NmzB5VKxYQJExwCURRFcnJyUCqV2O12urq6GDduHGfOnEGv1zNy5EgMBgNlZWUEBwfLAlFGRkYGiIqKorS01OF36Ox8Y6VaoaGh5OXlUVRURFRU1A1NdJFnXn0DaFOS8fjdb7GVl9P846fBbsfr//6E5xv/AEHA3thI/egxtL/9by4V2RUEAZcliwk8movnW2+iCAxEbG2l4y9/pTo8gsYf/BDLsWPf/I3dZkyHj9D02OPURMVQGx2L/o23sFVUIOh0aCdMwHflcvqcPI7vl5+jGTEC/SefUpuULAlEAFFEcHPD5cknCDpWgs97797RAtHe1kb7P/5JbVIy7X/6M4KzM56vv0ZA2l5clix2CESArKws7Ha7Y/ze+dTV1TlqT9zd3VmwYAEAhrVrqZswCeP2Hejm3I3/nl1op01j//79CIKAh4cHBoOBfv36OYy2AwICmDJlCu3t7ezcuRO1Ws306dPR6c7Vqx48eJDOzk6Sk5N7pTPKy8tpamoiNDSUY8eO4e/v70iBaDQahg0bRl5enqNzWkZGRkYGVCoVo0aNwmKxkJWVdcPHEQSBESNGYLPZyM3NvbFrueGzy2DrmdJxDbg8/D0sBQWOiKDHb36Ny4IFqEJCaFy4GGw2Ol75E4YVK/H57BPUlyhYFQQBl3lzcZk3F9PBg7T98RUs+QWYtm6jfus2FAEBOC9ZjMsPf4Dqggka3wYsFRUYli3HtGcPlmPHwXxuDrTg6Yk2KRGXH/wAp9G9PaQMmzbR+tOf97K4Ufbvj/tPX5BSs7exi/pWYGtuofODD9B/9DFiRwfKkBDcXnoR58WLEC5hfNrY2MjJkycJCQm56JthY2Mj69evB8DZ2ZnFixcj1tbR8qtfYdy2HYWPD17vvYtu1kwA8vPzaWpqIjw8nBMnTuDr68vp06cBKQI5ffp0LBYLW7duxWKxMGPGjF51g6dOneLkyZP069ePiIgIx/N2u52srCyUSiXt7e2Iosjo0aM5deoU7e3tJCQkYDabOXHiBAEBAQQGnmedJCMjI/M/zoABA+jTp49jCouvr+8NHadfv34EBARQUlJCdHQ07u7u17X/tzaSKAhCkiAIuwRBMAiC0CIIwgpBEEIuWBMlCMJOQRA6BUFoFAThfUEQvC9Y4y0IwkeCIDQJgqAXBGGbIAjX5DZdWlp6PdeL55//hGbkSPTvvof+P58AoE1MxHfNaug2D7adPEn96LG0/v4PiN3dt5dCO3o0/l9vISA7E+el9yK4uWKvq0P/xpvURcdSmziK1t/+DvOx45eMTv63EUURc+kx2v78Z+qmTqdqUBj1yaPRv/EmloJCsFpRhobi+uTjBGRn0qeoAJ+PPnQIRLvZTNtrr1MVNoSWx56QBKIgoB6VhN+ObQQeOoDzvLl3tEC01dfT9sdXqEsaRcc/30Dp54fn3/9GwP59uNx/3yUFIkB6ejogFTifT3NzM2vXrgWkOZ5LFi3C8J9PqEudgHHbdnR334X/nl0OgajX68nKysLNzY3m5mZA+r3YbDZ0Oh2zZs1CqVSyfft2Ojo6GD16dK/pLJ2dnezfvx8nJyfGjRvX67U+efIkra2tBAcHU1dXR0REBD4+PuTm5qJWqxk+fDj5+fnY7Xbi4uLu6N+TjIyMzDdNjyWOIAgcOnTohv+OC4LAyJEjHU2E18u3MpIoCEIysBN4Dfgx4Aq8CBwUBCFWFMVmQRCCgb3Ayu41zsAfgW2CIKSIomgRBEEBbAHMwEygGXgESBMEYYQoimVXuo6qkhKam5vx9va+0rJz1+3khPdHH9Bw91zafv0bVMHBOE2ehHZEAn7r19K49H7Epiaw2+l8730MK7/C6+9/Qzf18s0xqsBAvF5/Dc/XXsW0/wD6d97FlJ6OraqKzg8+pPODD0GnQz00Eu24cehmzUI9JBzhNplXXwrRbsdSWopx6zZM6elYjx/H3tjkGIkHgCCgCApCM3IEznPnop08CcUlmnmMBw/R8de/Yc7MPLe/Uolu3jw8X/s/FDc4zuibxFZdQ8c779D5xRdgNKGKGILb00+hmz37sg1MPVRWVlJVVUVYWFivecvNzc2sXr0aURTRaDQsiI2jZcFCLLl5KIOD8fz32zhNmtjrWAcPHsRqtRIcHExJSQmBgYHU1taiVCqZM2cOTk5O7Ny5k7q6OqKionqNyhNFkb1792I2m5k6dWqvmhmbzUZ2djZqtdphodPTsdfW1kZsbCx2u52SkhJ8fHwICbm4FldGRkbmfx1vb28iIyMpLi6mvLz8kvXn10KfPn3o27cvJ0+e7GWBdi18K7ubBUHYA+SJovjcec8pgCPAelEUXxEE4Q0gUhTFKeetcQLygb+KoviuIAjzgfeAQaIotp237lNALYrivVe6jv/06y/6PfsMM5977roiIdbychrumoNoMuG7+is03d1L1rJyGu9diq2yEsHNDbGjAwBVeDhe//wHmuhrm0QhiiKmw4fp/OxzzIcOY29s7L1AoUDh44MqNBR1xBBUUVFooqNQ9e2L4OFx3VEd0WLB3tKCraYGy/ETmPOOYj1+DFtlJfbGpnOeheej0aDsE4Q6Ohrn+fPQTpiAQnXp7yzWmhraX30N49Ztjtek5z5cHnwAj9/99tKG43cY1ooKOv71bwwrV4LZjDoqCrdnnsJp2rRrEu2iKLJmzRpaW1tZsmQJrq6uALS0tLBq1SpJIKrVzKqpxfzOuyCKuD7yQ9xe+AmKCwqfezqf+/XrR01NDSqViq4uaRrO9OnTCQkJ4eDBgxQXFxMaGsqkSZN6vS+OHj1Keno6ERERjBs3rtexi4uLOXDgAAEBAdTV1TFmzBgiIyNZtWoVHR0dLF26lPz8fPLy8pg8efINf/DJyMjIfNfp6upi+fLl6HQ6Fi1adMOWOPX19axbt45HH330f6K7eRhS5NCBKIp2QRD2AWHdT90F/PSCNUZBEN4FlgDvdq9Zfr5A7OafwAFBEDSiKJq5DGqjkah/vskxrRMRP3rymi9eNXAg3h9/ROOSe2h66GH8Nm1A1bcvqtCB+K1dQ+PS+7CeOIEmJRlzdg7W48dpmDETTWIiHq/+GU14+BWPLwgCTikpOHXPf7S3tNC1azfGbduw5OVhq6vH3tCAuaEBc3fq8rydQaNB0GgQtFqpc1oUQRQR7fZzP9usiF1GqW7wSrWZgoDg4oLC3x/N8GFox43FaepUlFepr7C3ttHx73/TtW4dtsqqi7Y73X0Xnr/9DcpvQS2b5VQZ+rfewrB6DdhsqOPjcX/2GbQTJ1yXID958iRNTU1ER0dfUiCqBYFJ73+I+cwZ1NFReL72KppLjLgzm80cPHgQjUaD3W7HYrFgtUoTeCIiIujXrx+5ubkUFxfTp08fx0zmHurr68nIyMDT0/OiEU9Wq5WcnBy0Wi319fX4+/sTERHB6dOnaWlpITo6GkEQKCoqwsPDgwF3uA2RjIyMzH8TnU5HbGwsmZmZFBcX3/DYUn9/f/r373/d+30rRaIoiv6X2TQcKeXsDPQHci6xJh34RffPQ5HE4oXkIdVrDgEKLrEdAP0PfoBlzVrc/vRnGtra8H3x59ecxtWOHIH3P/9B8+NP0PTAg/itW4vC3R1lnyB816yi6YEHMR86jPO994BKheHLZZgzMmiYMEkygf7TH9Fe43QKhZcXLgsX4LJQ6nIVRRFbdTWmw0ew5OVhOXESW2UlYnsb9k4DmM2IJlPvqN2lEARQqxFcXVC4uCK4u6Pw9UEdHo46NgbtyJEog4Ov+TWxtbWhf/vfdK1fj+1s5bkNGo00htBoRBUWhucrf0R7QfPKnYjl2DE63niTrg0bwW5HkzwKt2eeQTtm9HVHa61WKxkZGWi1WsdUkvMFospiYcLrf0Wp0+H+h9/j8tCDvbqhzycrK4vOzk4iIiIoLS11eCe6uroyevRojh8/TmZmJt7e3r2sbkCyu9m1axcKhYJJkyahviCCW1xcjMFgwMXFBbPZzNixYxEEgaysLFQqFdHR0RQVFWGxWIiNjXXY5cjIyMjIXJqoqCiKi4vJyckhPDz8stO1rsaIESOue587SiQKgqAEgq6yrEYUxYtCV4IgzAJGAz8APAEBaLjE/nWAV3d62utSa0RRtAmC0AhcMdzVf/w4ckOCGfrRx3j8622aT5/G6x9/vyi1dzl0d83GvbKS9j++QvMjj+Hz2ScIGg1Kb298Vyyn+QePYFi2HKfJk/E/kEbHX/5K17r1WI4epXHWXSj79sX16adwuUwX7OUQBEGKXC5cAN3C8aLXwGxG7OzEbjAAAoJSAUolKJWS6FOrEZydb7rhwHL8BPoPP8S4Zw/2qupz1+jsjDoyEltLC7ayMgRPT9x/9UupoeMOTy2bMjPR/+ttjDukUXPa1PG4Pf0U2qSkGz5mQUGBw2bGycmJ1tbWcwLRaGTi3/6Bx4L5uL/04hWjtA0NDRQVFeHr60tZmVRy21NyMnHiRKqrq9m3bx+urq7MmDEDzXnvK1EU2b9/Px0dHYwZM6ZXTSRIEcoee5vOzk5iYmLw8fHh1KlTtLS0EBMTg0qloqCgADc3N8LCwpCRkZGRuTIqlYqRI0eyd+9ecnNzGTVq1A0d58LP7Gs69w2d6fYRBJy9ypqBwOnznxAEIQb4AnhMFMVqQRD6dm+6VMGlcMHPlyvKvGibIAjPA445eo8++ii///3v2SSKxKzfQJ/NW2g4dQrvd99BPXjwVW5DwvXxx7CdOUPnZ5/T8tQzeP3rTQSVCoWrKz6f/oeWn71I16pVWKuq8PnkP3j+4fe0vfoahpUrsVVV0fbzF2n79W9wmpCK65NPoElIuCWdokJ3yllxi8ek2U0mujZswrByJZa8vF71ioKzDk1KCs7z5tG1aRPGr7eCWo3rY4/i9vRTKDw9b+m13EpEUcS0azcd//oX5oxMEAScZkzH7UdPorlJD0CDwUBeXh7u7u4MHTqUluZmSSACKqORaTt24rdmNZr4K5/Hbrezf/9+QPrQMZvNjihiZGQkSqWSLVu2oNFomDFjBi4uLr32Ly0tpaysjIEDB15yDGBhYSFGoxGFQoGbmxsJCQnY7XZHE0tMTAxFRUWYTCaSkpLkKKKMjIzMNRIWFkZBQQGFhYUMHTr0uq1sbpQ7SiSKolhJbxF3VQRBGAxsBV4XRbFnMHELksDzAfQX7OIPNHfXMDZ3r7nwmMru53t1fIii+Dfgbz3/3rFjhxgYGEjY8OHkqlR0BAUxZPceGmbMwvO1/8N53rxruX48/vgytuYWujZtQnDW4fnXvyAoFAhaLV7/+BvqQaG0v/oaDbPvwvu9d/D685/w/P3v6Fz5Ffo33sRWVYVx23aM27YjuLmhHT8Ol/vvR5s86rIpx28KW2srxs1b6Pp6K5aCfKmr+TwUgYE4pY7H5fsPo/Typv0f/6TlmWfBasVp5kw8fvnSHT0+T7RY6NqwkY6338ZaegzUapzvWYLrE49f8xeFq5GVlYXFYiE1NZXm7GzW5eQgKhSoTCbmefvguX7dNaX0i4qKaGxspE+fPlRXS1FbhUKBVqtlyJAhfP3114iiyLRp0y6aodzc3MyhQ4dwdXW9yO4GpMkseXl5qFQqrFYrY8aMQaVSceLECVpbW4mLi0OhUJCfn4+bmxvhV6mrlZGRkZE5hyAIjBo1is2bN5OZmcmkSZO+kfPeUSLxeun2RdyF1HzySs/zoigaBEE4A8QAZy7YLRE42v1zcfeaC4kBbMDxa7mO5ORkTp8+zcnRKShiohny2ee0/PhpTAcP4fH736G4ICJz0X2oVHi/9QZNXV0YVn6F4OKCx8t/QBAEBEHA7emnUA0cSMtzz9O4aAmef/g9zg/cj+v99+F6/32YT5yg85136dq0GbGjA+OmzRg3bQaVClXoQLTjx+M0bSqa4cNRuLldyy1dN6IoYqurw3wkHeOBg1iLCrGWn76orlFw1qEKD0c3by7O996L0sVFGrn31r/Qf/IpmExoRo7E/aWf31R69nZj7+rCsGw5+nfexVZVheDigutjj+L6yA9RBl2tYuLaaW5u5tixYwT6+KB49z3W9e+HqFSisttZes89OF3jBJkeT0SdTucQiH5+fjQ0NBAfH8+OHTswmUxMmTLlImNri8XCzp07sdvtTJo06ZL1MPn5+Y7ml0GDBhESEoLdbicnJwe1Wk1UVJQcRZSRkZG5Cfr27Uu/fv04deoUUVFR+Ptfrj3j1vGttMABEAQhAEgDDgA/FC+4kW4LnGBRFOef95wGSSD+TRTF97stcN4AwkRR7Dpv3UeAVhTF+650DTt27BCnTJEcdnosRQBSo6LxfuMNTGn7UQ4YgPebb1w1FQggdnXR+OD3MB86hOuPf4THS70auLEUl9D0wx9iO1OB85LFeLzyRxTnjUcTRRFzQQGGL77EuGMH9rr6i183d3eUIcGoQkPRREaiDA9HFRSIws8PhZubVGd4QfRRtFoRDQbsHXpstTVYjx/HcvIUtjNnsFXXYKuvw97QCN0i4cLzqYcOxWnyJHTz5qI6T4DY29slY/H3P0Ds7EQ9fDjuP/8Z2gmpd6y5sr2lBf1/PqHzo4+xNzej8PHB9Qffx+WhB29LOnzLxo1U1tQQt249uXfNBqUStULJfQ8+0Kte8EqIosj27ds5c+aMI70cEhLC2bNnCQ4Opr29nfb2diZOnMjgS0Q/09LSKC0tJTEx0dE0cz4Gg4Evv/xS6rBWq1m8eDHOzs4cO3aMffv2ER8fT3R0NMuWLUOj0bB48eIbtnGQkZGR+V+mp2ExICCAu+6660b+Vl5ftvbbKBIFQfAC9gH1wENIUb8eLKIoNnWbaR8FPgTeB1yA3wN9gPPNtA8hpad/CbQDDwNPAFc10z5fJAJs3bqViooKVCoVixctguUraPvz/4HVituPnsTt2WckS5krYNfrabxnKZbcXNx//jPcnn6q9/bWVpqfehrT7j2ohoTj/c6/UV8mdWdvacG4/wBdmzZjyc/HVlNzSSF3EYIgPXreG9fyHlEoUHh7oxo4EHVMNNpxY9EmJl4ycmlraqLzgw/R/+cTxPZ2VIMG4f7TF3CaNfMbNfm+HqynT6P/6GMMy5YjGgwoQ0JwffwxaabyeUL9ViHabJxctow9BgN+x47TEDYYFArUajVLly69ru62srIydu7c6RCIXl5emEwmzGYzLi4utLW1MXbs2EvWGR4/fpy9e/cSHBzMjBkzLvmBdODAAYqLiwEYN24cERER2O12VqxYgclkYunSpRQVFZGZmenYLiMjIyNzY+zfv5+SkhKmTJnCwIEDr3f377ZPoiAIbkg1iD1mQZUXLDkKxIqiWCkIQipSDWEeYALWAg+LomgBh7fiTOAvwA7ACTgIjLuaQAQoLy/v9e9x48axfPlyrFYrafv3M+OHP0A7ZjQtTz8rWaF8vRXPv7yOdkTCZY+pcHXF9/NPaVy0hPZXX5PSmD/4/rntnp74fPIf9G//m/bXXqdhxiw8Xv4Dzvfec9EfcIWXF85334Xz3XcB0uQT25kzWE6cwHI0H0tJCbbaWuzNLdjb2yXrG5vtnJDsEWwqlcM3UeHthTIgEGVwMKpBoaiGhKMePPiarG6sVdXo330PwxdfIBqNqEJDcf3db3FeMP+/Xjt5KURRxHzkCPoPPsS4bTuIIuqhQ3H90RPSdJTbdM3GtDRaXn6FzPFjEXx8aBgifQnQarUsXbr0ItuZKx7LaCQtLc1xPwqFAl9fX06cOIGrqyttbW0kJSVdUiA2NTWxf/9+XFxcLvJK7KG1tdUhEAMCAhgyZAggicuOjg6H5UJ+fj6urq5yR7OMjIzMTZKQkMDJkydJT0+nX79+tzUzc+f9Zb4Koih2ANdUrCaKYgFw+Zl20ppm4PtXWnM5iouL6ezsdHSBOjs7k5yczP79+6msrOT48eMMiYzEb8sm9P9+h/a//4PGufNwvu8+3H/+M5Tel+4cVnh64rPsCxrnL6TtN78FhQLXh7/n2C4oFLj9+EdokhJpefLHtP70Zxi3b8fztVdRXqFGQVAoUA0ciGrgQHRTp97ILd8QlpMn0b/zLoZVq8FiQT1sGG5P/RinmTOuOobuv4FoNtO1YSP69z/AUlgodSpPnoTrI4+gSUm+balwy7FjtP3xFUy791CRmIj+vN+lTqfj3nvvRXWdwnTXrl0XdTEXFRWhVqvR6/XExcURE3NxWa7JZGLHjh2IosjkyZPRXSZampGRAUgNMD0NLTabzWGoPXz4cIqLizGZTCQmJsppZhkZGZmbxNnZmZiYGLKysigpKWH48OG37Vx3Zm7vW8SaNWt6/TsiIsJRTHrw4EHa29sR1Grcnn4K/+1b0SQlYvj8c+rGjkP/yaeIl0n/Kn198V2xDNWgQbT96td0vHOx57d25Ej8d2xDN28uxh07qZ84GcOGjTc8CPxWItpsdG3fQeO9S6kfPwHDsuVoYmPx+exT/LZ9je6uq88p/qaxNTfT/o9/UpuUTMszz2ItK8Pl4e8RkLYPn/98jHZ0ym0RiNbKSlqee576yVOlMoKFCyi9a5Zju6urK0uXLr1ugZiVlUVVVZVDIPr6+lJVJU2vsVgsDBs27JLmqj1zmdvb20lOTiYgIOCSx6+vr+f06dOAZNLa0xF97Ngx9Hq9Q3wePXoUV1dXuaNZRkZG5hYRHR2Ni4sL2dnZmEym23YeWSTeJF1dXezbt8/xb0EQSE1NRaFQYLVa2b17N3a7HQB1WBi+q76SvBCdtLT94pfUT5pC15avLynslEFB+K5aiSo8nPaX/0jHG29etEbh6Yn3W2/i/e47ALQ88STN3/s+1qqLR9l9E9hbW+l4513qxo6j+eHvYzp4CN3s2fiuXY3fujU4XecoutuNKIqYc3Npee55akcm0vH6XxDUatx//UsCM9Px/OPLqEKvu+bjmrA1NtL6m99SN3Y8hpVfoRk1Cr/NG8mdMR1L95cHDw8P7r333uuOwPW484MkMgVBwM/Pj9bWVgCGDBlCSsqlRe/Ro0c5c+YMgwcPZujQoZc8fo+xNoCXlxfRPfPHrVZyc3PR6XQMGzbMEUWMi4uTo4gyMjIyt4geg22TyURubu5tO48sEm+CHhuPY8eOUVdX53je09PTEaGpr6/n6NGjjm2CIOA8dy4Baftwe+5ZbDU1ND/yKA2z76Jr+3ZpPvJ5KP398V21EvXQobS/+hptf3zlkoJSN3sW/nt3S1HFnTupT51IxzvvIJovO3r6liHabBjT9tP8zHPUjkik/eU/Iuo7cXv6KQKPHMb73X+jTUy87ddxPdg7O+n84ksaps+kYfbdkkgbHoXXv98m4NAB3B5//LaZd9vb22l//S/UJY+m88OPUEdG4LPsC3xXLqfQbqeiogKQxNfixYuvW1Tn5+dz4MABAIKCgujo6CAiIoKSkhJAMmW9lNchQHV1NZmZmXh5eTlG6l2KM2fO0NTUhCAITJo0yfH/QklJiWPaCshRRBkZGZnbxeDBg/Hx8aGwsJCOq43RvUG+ld3NdwrPPvusOGLECAwGA0qlkocfftjxx9Jut7Nhwwbq6+sRBIG5c+fidwlPO1tjIx1vvEXnZ5+B2YwqPBzXxx/Dec7dCE5OjnX21laaHnoYc1YWzosX4fn6a5dtnDDu20frS7/AdqYC5YABePz21zhNmXLLI3iWY8cwrF6DYfUa7LW1AKjj4nB96EEpnXze9d8JiKKIpagIw7LlGFavQezoQHBxwXnBfFweeAD10IubN27p+bu60H/yKR1vvoXY2opq8GDcf/ZTqTZTEMjNzSUzMxOQBOLChQuv63cmiiJZWVmOb5VeXl60trbi4eGBwWDAbDYTHBzM9OnTL+lT2NnZyZo1a7BarcybNw/Py4hkURT57LPPMBqNxMTEkNTtZ2k2m1m+fDlKpZIlS5ZQUFBAZmYmY8aMuWxEUkZGRkbmxqmqqmLz5s0MGjToWg22v/sWOHcKzz//vBgREYFSqcRmsxEQEMCcOXMc23vm69rtdtzd3VmwYMFlO1NtdXXoP/iQzk8/Q9TrETw9cV60EJf7lqLu7gi1d3XR/NgTmHbtwmnKZLze/tdl50SLRiP6Dz6k4403ETs70SSPwv1nP72piJ4oilgKCzHu3IVx6zapqQNQBgfjvGA+uvnzUQ8edMPHv13YGhvpWrOWzpVfYe2OpqkiI3F98AF08+ehcHW9recXzWYMX62i/W9/x15bi7JvX9x+8hzOCxY4hP7hw4cpKCgAwMnJiQcffPC6zmG32zl48CAlJSUolUpEUcTDw4OWlhbc3d1pb2/Hw8ODRYsWXVIg2mw2Nm3aRF1dHZMnTyY0NPSy58rKyiInJwedTsd9993nOF7P8+PGjWPgwIEsW7YMrVYr+yLKyMjI3Ea+/vprzp49y9y5c6/FYFsWid8Uzz77rDh06NBeY84u9IErKCjg8OHDAERGRjJ27NgrHtPe3o5hxUo6P/8C68mTAKiHDUN312x0s2ehDA6m5YWf0bVqFeroKHz+8zHKyzQWANjq62l/7XUMK78Cmw3t+HG4Pf/8FW14el1PZyem/fsx7tqNcfdu7LVSWl1wc0M3exbOC+ajSUq64/wNRaMR4+49GL76CuPuPWC1Iri74zznbpwXL0YdF3vbayNFsxnDqtV0vPEmtrNnUfj44Pb0U7g8cH8vv8xdu3Zx6tQpx78XLVp00Vi8K2Gz2dizZw9lZWW4ubnR0dFB3759qaqqwtXVFb1ej1Kp5L777sPpEtHdnvrC0tJSoqKiSE5Ovuy5TCYTn332GXa7nbvvvtsxnaWrq4vly5fj7OzMokWLyM7OJjc3l9TUVDnVLCMjI3MbaW5uZvXq1ddqsC2LxG+KF154QRw6dChWq5X+/ftz5ow0AfC+++5z2OKIosjGjRup7U7HTps2jf79+1/12KIoYk5Px/DVKrq2bkVsbQNAOaA/2nHjsDc3Y9y0GUVQEL6ffYL6Ej5352MtK6f973+na+06EEU0I0fi+sRjUhq6W+CJoojt7FkshUWYs7IwZWRK0UKLBQDV4ME4TZqI06RJaBJHIlyHX983gWg0Yty3j66NmzDu2Imo14NCgXb8OJwXLUI3beo3kgLviRx2vPEmtspKFF5ekvH29x7qFbUURZFNmzZRU1PjeO5avkicj9lsZvv27VRXV9O3b1+qq6vx8PCgra0NlUqFpft3N336dPr163fJYxQXF3PgwAH69u3LjBkzrjgyb/PmzVRVVREcHMzMmTMdzx86dIjCwkImT55MUFAQy5Ytw9XVlYULF8oj+GRkZGRuMz2TsaZOncqAAQOutFQWid8U//rXv0S1Wo0gCHh7e2M0Guns7ESj0fDQQw851Hx7eztfffUVNpsNJycnFi5ciPNl0sSXQjSbMe0/QNf2HZj27cN29mzvBUol2tTxOKWmogwORunjg8LXB8HNDUGtRlCrEUURscuIpaSEzo8+wrhzlxRd8/BA1S8EVCqsp8oQ29sdhxU8PdAkjMApdTxOkyaiugZx+01j1+sx7d9P1+Yt54QhoI6LlSKdc+bc0lnKV+JaxSFI6eFVq1Y5uo17RuwtWbLksp6EF6LX6/n6669paWkhMjKS+vp6mpubcXd3p62tzbEuPDyc1NTUSx6jpqaGTZs24erqyrx58y4ZaeyhsrKSLVu2oFAoePDBBx3X3NHRwYoVK/D29mbevHkcPnzYIRivlLaWkZGRkbk1GAwGli9fjouLy2XLirr5bk9cuZMYMGAADQ0NgDSdIjk5mSNHjmA2m9m0aRN33SVNOnF3dyc5OZkDBw5gNBrZs2fPVSM25yNoNN0RvIlStK/8NKbMDCy5eZgOHsJaVoZp125Mu3Zf9z2IbW1YCiRBIXh6oh0/Dqdp09COSkIVFnbnpZFFEWtxCca9ezHu2Ys5M9MxIUYdF4du9ix0s2ehCg7+5q7pEuLQ/aUXLykOQbKJWb58OQaDAZDeR6dPnyYlJeWaBWJTUxNbt26ls7OTpKQkRFGkpKQEf39/6uulmd0KhQKtVnvZ9HFHRwc7duxApVIxbdq0KwpEi8XCzp07AYiPj+81Nzo7Oxu73U5iYiKdnZ2UlJTg6+t7I+OiZGRkZGRuAGdnZ2JjY8nKyqK4uPiWGWzLIvEm0Gg0REdHk5WVhVqtJjc3lylTprB9+3ZqamooLCx0/KIiIyMpLy+nqqqKqqoqcnJyLmlkfDUEQUAVOlDy7luyBADL2bM0P/Qw1mPHUA8ditP0aYgGA2JnJ6LFItngKJQIWi2CkxaFpycKHx+Uvr4oAvyxlpXTtX49pv0HMO1Lw5yegXbcWJwmTUI7YQKqvn1u6et2PYhWK5bSY5izszFn52A6sB97nSSCBCcntOPHS5HOqVO+UWEIUr2m4ctl6N97H1t19VXFIZyr3etJA0+aNIm9e/fi5eV1zR3AlZWV7NixA5vNxsSJE/Hz82PVqlW4uLg4BKKLiwudnZ2MGzfuknOerVYr27dvx2g0MnXqVLy9va94zrS0NMxmM87OzsTFxTmeb2lp4cSJE/Tt25fg4GDS0tKw2WyMGDHijvLDlJGRkfmuExUVRXFxMdnZ2YSHh/f6Mn+jyCLxJomKiqKoqAibzYbRaKS6uprhw4dTWFjIoUOHCA4OxtPTE0EQGD9+PF999RVWq5WcnBwCAwMJvgXCRh0Sgv/mjbT8/CW6Vq/G3tqK19tvoR058pr2144YgcviRVIX8KbNdG3aJDWqbN8BgHLAALSJI9EkJaIeHoU6PAzhFrz5LkTs6sJ6+jTWU2WYCwowZ+dgOXoUsTviBqAKC8N5zhy0EyagTRz5X7HZsTU10fnRx+j/8x/E1jYUfn5XFYcgCapVq1YhiiKCILBw4UKysrKw2WwkJydfU2T52LFjpKWloVarmTlzJoGBgWzcuBGbzUZXVxcgeSPW1NQwePDgS9a/9kxUaWpqIiEh4Wr1K5w5c8bRWHPhDOfMzExEUWTkyJG0t7dz7NgxAgICCAkJueq9yMjIyMjcOtRqNSNGjCAtLY28vDwSb4E/sSwSbxK1Wk1cXByHDh3CxcWFoqIiFi5cyNmzZ2lra2P16tUO/0RXV1fGjx/Pzp07EQSB3bt3M3/+fFxvgQWLoNPh9c+/o00ZRdsvf03jgkW4/+R5XH/05GX9FC9E6euL6/cewvV7D2FvbcWYth/Tnj2YMjIwrPxK6pCWbhrV4EHSHOj+/aU6SH9/FL4+KLy8EHQ66aFWgyiC3S5FNPWd2Dv12FvbsDc0YKuvx1ZVhfXUKaynyrBVVUnre+7J2Rl1bCya+Dg0CQloEuJR+vjc9Gt1o1grKtC/+x6G5SsQjUaUA/rj9uKLOC9aeFWxWlFRwdatWwHpPXPPPffQ3NxMeXk5AwYMuOqXhfM9EF1dXZkxYwZeXl7k5+dTV1fnsGEKCgqiubkZnU5HSkrKJY+Vl5dHWVkZAwYMID4+/orn7erqYu/evQD07duXvn37Orb1jOUbMGAA/v7+7N69G1EUSUxMlKOIMjIyMv8FwsPDKSwspKCggKFDh960vpBF4i0gMjKSo0ePYjabEUWRw4cPs3DhQj7++GNsNhtr165lwYIFAISGhhIREUFpaSlGo5Fdu3Zx11133ZIOUEEQcLnnHjRxcTQ//iTtr72OcdduvP7x9+seLafw9MT57rtwvluqq7TV1kqRvaIiLEXFWEpLMW7dBhdMiLmh63ZyQjlwILpZs1ANCkUVGooqIgJ1xJBrFri3E0tRMR1vv03Xxk1gs6GOjsLtySclE+xr8P873wbJxcWFJUuWoFAoOHToEEqlklGjRl35/BYLe/bs4fTp0/j5+TFt2jScnZ1pbW0lIyMDQRCw2Wy4uLigVqsxmUxMmTLlkjWG5eXljokqF0YFL0QURdLS0hxzQUePHt1rW8+5R44cSXNzMydPniQ4OJigb6hRSEZGRkamNwqFgqSkJL7++msyMzOZMGHCTR3vv/8X+DuAUqkkISGBtLQ0vL29qayspLKykrlz57JmzRqamprIzMxkZHf6NyUlhdraWlpbW6mrqyMjI+OqQuF6UA8Zgv+WTbS9+hqdH3xI/dRpuP/iJVweevCaRM0l7zEwEN2smehmnbM9Ec1mKRJ4thJ7UyP2xibszc2IRiNiVxeixQIKBQgKBJUSwc0NhYsLgru7FHn080PZJwhlUNCd1yBjs2HctZvOjz7G1D2jWDtuLK5PPol2zOhrjpTt3buX48ePA+Dv78+cOXMQBIHCwkJaWlqIj4/H3d39svvr9Xq2bdtGU1MToaGhpKamolKpsNvt7NixwzEXXKFQMHToUDIzMxk8ePAlm0bq6+vZvXs3Op2O6dOnX9bYvYdjx445bJ2GDRvWawJLZWUl1dXVhIeH4+Xlxfbt2wFuqM5WRkZGRubWERwcTN++fTlx4gRRUVH4+vre8LFkkXiLCA8P5+jRo7S3t6NSqTh8+DCLFi1ixIgRjjRhQEAA/fr1Q6VSMWnSJNasWYNCoSA/P5/AwMCr1oZdD4JOh+fvfotu2lRanvsJbb/+DYbVq/F89VU0w4fdmnNoNFLK+TvUxWpva6Nz+Qo6//MJtooKUKnQzbkb1yceRxMVde3HsdvZuHGjY6Z3WFiY4xud0WgkKysLFxcXx4zjS1FfX8+2bdvo6uoiISGB+Ph4hzhNS0ujpaXFsTY2Npa8vDycnZ17Rfx66BGbIHl1urm5XfH629raOHTokNQopVKRkHDOfN1ut3PkyBGUSiUjRoy4KO0sIyMjI/PfQxAERo0axerVq0lPT2fmzJk3XAJ0Z4VvvsUoFApGjhyJ1WrF19eX9vZ28vPziY+Pp08fqTt469atjiHcPj4+JCcnY7PZUCgU7N27l/bzPApvFdrkZPx37cD18cewFBTSMHMWrb/5HfbzBIYMWIpLaH3xJWoTRtL+h5cROztxe+ZpAo8cwvvtf12XQDSbzXzxxRcOgZiYmNgr5J+ZmYnZbGbUqFGXjeadPHmSjRs3YjabmTx5MgkJCY7/yXNychzRSZBqBWtra7FYLJfsZjabzWzdupWuri4mTJhwVSFnt9vZs2cPVqsVURSJj4/vlbo+fvw4LS0tREVF4eLiQnp6OoIgyFFEGRkZmTsEHx8fwsPDqaqq4uyF3srXgSwSbyEDBw7Ex8eHhoYG3NzcyMnJob29nVmzZjnMs1euXIm129dv2LBh9OvXD7vdjtlsZtu2bZjN5lt+XQoXFzx+/Sv8tmxGHR1N54cfUjtmHPoPP5JSwv+j2Ds66Pz8C+pnzaZ+ylQ6P/scVdhgvP7xdwIzjuD+s59etxF3S0sLn376qaPTeNq0acTGxjq2NzQ0UFJSQlBQ0CWNpnuidLt378bJyYm7777bsU4URXJycsjKygKkBhitVktgYCDV1dVERERcNFXFbreza9cumpubGTly5DWZW2dlZVFfX49CocDNza2X35bFYiErKwsnJydiY2M5e/YsNTU1hIeHX9VGR0ZGRkbmm2PEiBEolUrS09MdpUnXiywSbyGCIJCYmIjNZsPT0xObzcbBgwcBHM0KNpuNlStXOmxQUlNTcXZ2RqFQ0NLSwp49e7hdU3A0w4fht2EdXm/8E8HJibbf/Ja68al0rvwKsVu4ftcRRRFTZiYtz/+E2rgEWn/+ItbjJ3C+9x78NqzHb8vma+pWvhQnTpzgq6++wm63o1QqWbJkSS8LGrvdzoEDBxAEgdGjL65r7OrqYsuWLeTn5xMQEMDcuXPx8/Nz7Hvw4EGHQHR1dcVisZCQkEBeXh5ubm6XrGs9cuQIZ8+eJTw8vJdYvRyVlZXk5eXh5OTkMMhWnlfHWlBQgMFgICEhAZVKRXp6uiPtLCMjIyNz5+Dq6kpUVBQtLS29sk/XgywSbzHBwcEEBgZSWVlJv379OHv2LKdPn0atVjN//nzg3Dg1ACcnJyZOnIjdbkej0XDmzBmys7Nv2/UJCgXOC+YTcCANt5++gL21jdbnnqcudSKdK1YgdneyftewlJTQ9uf/oy5lDI1z52NYsRJVRASer79GYG42Xn95HU1C/A3Xbezfv589e/YAUgfzQw89hIeHR681paWlNDQ0EBUVdVHUrb6+njVr1lBdXc3QoUOZPXu2Y/53T7q4uLgYAJ1Oh16vJywsjFOnTmGz2UhNTb3IOLWwsJDCwkKCgoIYO3bsVe/NYDCwZ88eVCoVRqORgICAXpFHg8FAXl4eHh4eREZGcuLEiV5pZxkZGRmZO4vY2FicnJzIyspyDHG4HmSReBNcKnzbE03siQZqNBoOHTqE2WzG29ubSZMmAVLEJiMjA4A+ffowcuRIzGYzWq2WnJwch3nx7UKh0+H+7DMEHj6I2/PPYW9spPX5F6gdlULHP9/A1th4W8//TWAtL6fjn29QN3ES9ZOnon/rX4hmM66PPoL/zu34b9qAy9J7r2iAfdVzWK2sXr2akpISQPqSsHTpUlQXWPcYDAYyMjJwcXG5yJuwtLSUDRs2YDQaGT9+PGPGjHFE7zo6Oli/fj2VlZVotVoEQcBkMuHm5oa7uzt1dXVERUVdZDtTXl7OoUOH8PDwYMqUKb2igZdCFEX27NlDV1eXo6klOTm5l7DMzs7GarWSlJSE3W4nKysLrVZ7TRFKGRkZGZlvHo1GQ0JCAgaDgYKCguveXxaJN0HjZYRUYGAg/fv3p6KigoiICDo7Ox1pwkGDBhEdHQ1IpsY9YjA2Npb+/ftjMpnQaDTs3buX2tra234PCg8P3H/yvFSD9+tfIiiVtL/2OrUjEml69HGMe/ci2my3/TpuBaLFgunwYdr++Ap1EyZRN2Yc7a+9jr2+AZcH7sd39VcEZqbj8dvfoI6MvOnztbe389lnn9HU1ARIM40v10WWnp6O2WwmOTnZEfGzWq2kpaWRlpaGs7Mzc+bMYciQIY596uvrWbduHS0tLQQFBWEymdDpdI5mktzcXDw9PR3WSj3U1tY6rG5mzJhxxZnMPeTl5VFVVUXfvn1paWkhPDy8V4NLS0sLpaWljvd2YWEhnZ2dF81xlpGRkZG5s4iMjMTDw4O8vLzr3le2wLkJTp8+fdltSUlJVFRUUFtbi5+fH0VFRYSHh+Pr68uoUaNobGykurqaXbt24eLiQmBgIKmpqaxdu5aOjg4UCgXbt29n7ty5V/TRu1Uo3N1xe/xxXH/wA7q2fI1h2XKMmzdj3LwZhZ8fupkz0M2ejSZx5B1hcA1S9MtWUYHpSDqmPXsw7ktD7O4QV/j743zPEnSzZ6EdM0aa/nILOXnyJLt37wak6PG0adMuahrpobq6mhMnThASEuLwL2xtbWXXrl00NTXRt29fJk2a1EvMlZeXO46fkJBAdnY2zs7OGAwGoqOjyc/PRxRFh29iDy0tLWzbtg2FQsGMGTOu6b1TW1tLVlYWnp6etLW1oVarLxrnlJ6ejiiKjBo1CpPJ5KiDvNZ50zIyMjIy/x0UCgWJiYns2LHjuve9M/7af0tpaGigra3totozAE9PTyIjIykuLiYpKYnGxkb279/PnDlzUCgUzJo1ixUrVtDe3s6GDRtYtGgRXl5eTJkyhfXr16NQKDCZTHz99dfMmTPnmqJBtwJBrcZ5zt04z7kb65kzGL5aRdeGjXR+8imdn3yK4O6OdswYnFLHo0lKQjUo9BsbwSZaLFiKijBnZmHKzMKcmYm9vr77wgXUsTE4TZqE06SJqIcPvy0G3aIosmvXLsrKygCppnThwoWO7vUL6WleUiqVpKSkIAgCJ0+eZP/+/VitVhISEoiLi3NM3BFFkdzcXLKystDpdEycOJF9+/ahVCoxGAz4+flhtVppaWlhxIgRvaJ9nZ2dbNmyBbPZzIwZM67JQLVn6o9CoSA4OJjCwkKSkpJ63U91dTUVFRWEhobi7+/P4cOHMZvNvdLiMjIyMjJ3LgMGDCAgIOC69xNuVyft/wLPPvusuGTJEpKTky+5vauri+XLl+Pk5ORI0Y0ePZphwyQza7vdzueff47RaEShULB06VKcnZ0pKytj586duLi40NnZSUBAALNmzbqozu2bQhRFrKWldG35GuOevVjy8hwzlhVeXqjj4lAPjUQdGYE6fAjKkGAUVzFrvuL5urqwnj6N5fgJrCdPYj1+AsvJE1jLyqHHIkgQUEdGohk5As3IEWjHjEHZ3Ql8uzAYDKxdu5bOzk5AqiWdOXPmFUcq5uXlkZGRQUJCAjExMRw8eJBjx47h7OzMxIkTHR6a0Hv8nre3N9OmTSM7O5vjx487/BRTUlLYt28fgYGBzJ4923Fus9nMhg0baG5uJjU1lfDw8KvejyiKbN++nTNnzpCUlER2djYuLi4sXLjQIf5EUWTt2rU0NzezePFiBEFgxYoVeHt7M2/ePHlGs4yMjMy3hPr6evz9/a/rQ1uOJN4EGo2GY8eOMWLEiEuaIut0OuLi4sjIyMDZ2RkXFxcyMjIYOHCgw/ZmyZIlfPHFF1itVpYtW8Z9991HaGgo8fHx5OTk4OnpSV1dHTt37mTq1Km3ZMbz9SJ0CzJ1ZCTuP3keW3ML5oMHMWVlYc7OxpSWhqk7NerYx9MDZVAflN7eCJ6eKDzcETQaBI0GFArJcsdqRezqwt7RgdjWjq2pEVttLWJr24UXgDIkBO2YMWiihqNJHIkmPh7FN5CG76G8vJydO3c6GpISExOv2rCh1+vJycnB3d2d/v37s3btWlpaWggODmbChAnodDrH2vb2drZt20ZLSwuhoaGMHz+eyspKjh8/jpOTE0ajkTFjxpCRkYFarWbChAmO94LNZmP79u00NzeTmJh4TQIR4OjRo5w5c4ZBgwbR2NiI1WolOTm5V3TwxIkTNDY2EhUVhbu7O7t373ZY48gCUUZGRubbw41MxJJF4k1gs9kwm82cOHHisrVZw4cPp6ioiKNHj5KSksKePXs4cOAAU6ZMQRAEtFotixcvZvny5dhsNpYtW8bSpUtJSEigqamJM2fO4OPjQ0VFBWlpaYwfP/6//sdZ6e2F7q7Z6O6aDUgznK1lZViOHcN6/ATWyipsVZXYamowF1YjtrVd+YCCgODhjsLTC3VkJMrAQJTBwajDw1GFh6EaNAjFeYLqm6Rn+khPg5FSqeSuu+66pv/ZDh06hNVqJTg4mPXr1zvEVUxMTK/fYWVlJbt27cJkMjm2d3V1kZaW5rCjCQ8Pp6Kigq6uLiZOnOjoQLbb7ezevZvq6mqGDRt2xTF/51NVVUVmZiZeXl5ERESwefNmQkJCCAkJcayxWCxkZGTg5OREfHw8jY2NnDx5kuDgYIKDg6/nZZSRkZGR+RYii8SbwGazoVQqKSoqIjIy8pLiTaVSkZiYyJ49e2hsbCQ0NJSysjJOnTrF4MGDAcnwcuHChXz11VdYLBZHRHHixIls2LCBpqYmfHx8OH78OCqV6pJGzP9NBI0GdUQE6oiIS24XrVZEvR7RbJYmvFitoFIjqFUITk4Irq63pX7wZmlra2PDhg2O6Sk+Pj7cdddd19TNW15ezunTp9HpdBQXF+Pm5saECRMIDAx0rBFFkfz8fEd0cMaMGYSEhCCKIvv27cPU7Vnp6emJj48Phw8fZvDgwY73jSiK7N+/n/LyckJDQy+yrLkcnZ2d7Nq1C5VKxeTJk9m7dy+CIFy0f25uLgaDgTFjxqDRaDh8+LBjJqiMjIyMzHefO+8v87cIlUqFWq2mpaWFqqqqy64bPHgwvr6+FBUVER0djZOTEwcPHsRgMDjWeHp6Mn/+fARBcMz+tdvtTJ8+HRcXF5qbm/Hx8aG4uNjRafptQVCpUHh6ovT3R9W3L6r+/VH17YPS3x+Fu/sdJxBFUSQvL48VK1Y4BOKIESNYsGDBNQlEk8nEvn37AKkudciQISxYsKCXQDSZTOzYsYP09HQ8PT2ZN2+eI4pXXFzM2bNnUalUKJVKEhMTycjIwNXVlTFjxjiuMT09nWPHjhESEtIr/XwlbDYbO3fudHgy1tXV0dDQwPDhw/H09HSsa29vp6CgAG9vbyIiIjh9+jQ1NTUMGTJEHr8nIyMj8z/CnfXX+VtGUFAQRqMR4IomlT3RF7vdTn5+PmPGjMFkMnHgwIFeYs/Hx4e77767l1BUKpVMnz4dlUpFR0cHPj4+5Ofn39apLP/LdHV1sWbNGofRuVqtZsGCBRcZYF8Os9nM2rVrMZvNqFQqpkyZwvjx43uJy4aGBtasWcPp06cZNGgQc+bMcXTINzc3c+TIEVQqFVarlcTERLKzs7Hb7UycONFxnNzcXPLz8wkMDLwms+wejhw5Ql1dHdHR0fTt25fMzEycnJxISEjotS49PR2bzUZycjKiKHLkyBHUarU8fk9GRkbmfwhZJN4EPZEbZ2dnzp49S0tLy2XX9unTh/79+1NWVoaLiwuhoaGcPn3aYaXSQ0BAAHPmzEEQBKxWK19++SVarZZJkyZhsVjo6urC29ubnJwcMjMzv1URxTud48eP8/nnnzvMsYODg3nwwQfx8fG5pv3Pnj3L8uXLaW9vR6vVsmTJEocvIkjRv6KiItavX09nZydjxozpJfysViu7du3CbrdjtVoZMGAAHR0dNDU1ERsb64hEFhYWkpWVhY+PD9OmTbvmrveTJ09SVFREUFAQiYmJZGZm0tXVRVJSUi8RW11dTXl5OQMGDKBv374UFhbS0dFBXFzcZa1+ZGRkZGS+e8gi8SaoqqoiODjYkTYuLCy84vqkpCQEQeDgwYMkJyfj5OTEgQMHeqWdQepAmjt3rkMoLlu2DGdnZ8aPH4/BYMBms+Hr60tubu63LvV8J9LV1cX69evZu3cvoigiCAKpqanMnDnzmiJ0RqORPXv28PXXXzvsjObOndtrnrHZbGbXrl0cPHgQFxcX5s6dy9ChQ3vVAB4+fNjxRcPV1ZWBAwdSWFhIQECAI9J34sQJx7i9mTNnotVqr+kem5ubHZNdJk2aRHNzMyUlJQQEBPTqhrbb7Rw+fBiFQsGoUaPo6uoiJycHNzc3hg8ffk3nkpGRkZH5biCLxJvAarU6Jlo4OTlx/PhxR/r5Unh6ehIVFUVjYyMVFRWXTTsD+Pn5sWDBAhQKBaIosmbNGpydnRk1ahRtbW0IgoC/vz/5+fkcPHhQFoo3gCiKFBcX8/nnn1NXVweAr68vDzzwwDXbyJSVlfHVV19x4sQJR8dxYmJiL4P1+vp61qxZQ1lZGQMGDGDBggUXGV2Xl5dTUlLiEKWjR4/m0KFDjiiyQqGgvLycvXv34uLiwqxZs3pZ6FwJk8nE9u3bsdlsTJ48GZ1Ox4EDBwAYM2ZML6F67NgxmpqaHJY3PUPhk5KS/ms+nTIyMjIy/x1kkXiTnDx5El9fX8xmMzabjZKSkiuuj4+Px9nZmYyMDPr06XPZtDOAt7c3ixcvdngwbtmyBUEQiImJoaGhAUEQCAoKori4mF27dmH7lsxYvhNob29n1apVDoEuCAJjxoxh/vz51zTdxmAwsH37dnbu3IndbichIQG9Xo+fn58j4ma328nJyWH9+vXo9XqSk5OZMmXKRc0ver2etLQ0FAoFNpuNlJQU8vLyMJlMpKam4urqyunTp9m5cydOTk7MmjULV1fXa7pPu93Ozp07aW9vJyUlhcDAQI4dO0Z9fT3Dhg3rlUo3m81kZmY6/D2bm5sd85rPT5vLyMjIyPxvIIvEm8RsNuPj44PdbketVlNUVHRFsabRaBzzbzMzMxk9evRl084A7u7u3HPPPY6o0eHDh9Hr9QwbNoy6ujoEQXDUOm7duhVzz0QSmUtit9vJyMhg+fLljtSuj48P999//zXNIbbb7RQUFLBixQpOnz5NaGgoCxYscMzxHjduHAqFgvb2djZu3OiYiTxv3jyioqIusqjp8WE0mUzY7XYGDx5MR0eHo7mkf//+VFRUsHPnTrRaLbNmzerVhXw1jhw5QlVVFZGRkQwdOhSj0Uh6ejo6ne6iJpScnByMRiOJiYmo1WqOHDmCKIrXbK0jIyMjI/PdQhaJN0FPPVhZWRmurq6IoojBYKC8vPyK+w0aNIigoCBKSkocDQw9timXShvrdDqWLFniiPqcOnWKqqoqwsPDqa6uxmazERERQVVVFRs3bkSv19/6m/0OUFFRwWeffUZeXh4gNR6NGzeOBQsWXFPqtqamhjVr1nD48GG0Wi1Tp05l8uTJnDx50tFc4u3tzfHjx1m9ejV1dXVERUUxb968yza/5OXlUVNTA4CXlxcDBgwgPz8fPz8/Ro4cydmzZ9mxYwdqtZrZs2dfl/3MsWPHKCwsJDAw0DE3OiMjA5PJRHJycq+IZktLCwUFBfj6+hIeHs7Zs2eprKwkLCwMv9s87lBGRkZG5s5EFok3Qc90C4vFgo+PD1arFUEQKCgouGKNoCAIjj/aBw4cYODAgY4/zEVFRZfcR6PRMG/ePIeRcmtrK6dOnaJfv35UVlbS3t5OfHw8TU1NrF271lFjJyOZYq9bt46tW7c6DKoHDBjA9773PSIuYwB+PgaDgd27d7Nx40ba2tqIj49n8eLFDBgwgObmZrKysvDw8CAiIoKdO3eyd+9e1Go1M2fOJDk5+bK1fDU1NWRnZyMIgsMk/cCBA2g0GiZPnkxNTQ3bt29HpVIxa9as6xKItbW17N+/H1dXV4dFTn19PaWlpfTp04dBgwY51oqiyKFDhxBFkdGjR2O32x02PImJidd8ThkZGRmZ7xZyJfpN4Ofnh7OzM/X19VRWVjoiMw0NDdTV1fUyT74QHx8fhg0bRmFhIcePHyclJYWamhrS09Pp06fPJQWBQqFg4sSJ+Pr6cuTIEWw2GxUVFfj5+VFdXY3dbic1NZX9+/ezadMmxo4de80NGN9FzGYzR44cobS01PGcs7Mz06dPv6hx5FJYrVaKiorIycnBYrEQEhJCSkqKoynFbrc7OqIHDRrEmjVrMJlMhIaGMmbMmCvWNnZ1dbFr1y5AEmljx44lOzsbo9HIlClT6OjoYNu2bSiVSmbNmnVN19uDXq9nx44dKBQKpk2bhk6nw263c+DAAQRBuGhiT1lZGVVVVQwZMoSAgADy8/NpbW1lxIgRvTq0ZWRkZGT+t5AjiTeBXq9nwoQJgDTJwsvLy1ETmJ+ff9X9ExIS0Ol0ZGRkIIoiEydOdMzitVqtl90vOjqau+++29HQ0tDQgFarpba2lqKiIqZNm4aTkxN79+7lwIED/3MNLTabjby8PD799FOHQBQEgaSkJO67776rCi673c7x48dZuXIl6enpODk5MXXqVKZPn96razknJ4fGxkbc3NzIyclBoVAwefJkJk+efEWB2PM7NhgMiKLIsGHDaG5upqamhmHDhqHVatm6dSsKhYKZM2del0C0Wq1s376drq4uUlNTHWnukpISGhsbiYqKwsvLy7HebDY70ueJiYkYDAays7Nxc3MjOjr6ms8rIyMjI/PdQxaJN0FxcTHu7u6O1F19fT2CIKDRaDhz5gzt7e1X3L/nD3NXVxfZ2dkEBAQQHx/vmLpxJQIDA7nnnnscIqAnjdrQ0MCBAweYMmUKffr0obi4mPXr11/1Wr4L2O12iouL+eSTT8jIyMButwMwZMgQHn74YWJiYq7agFFZWcnatWvZu3cvFouFUaNGOVLL5+9bX19PTk4OIHVKh4eHs2jRIkJDQ696nbm5uY4xjkFBQQQEBHD06FH8/f0JDg7m66+/RhAEZs6cib+//zXfvyiK7N27l8bGRuLj4x3X0tnZSUZGBi4uLhdNVsnJycFgMDBy5Eh0Oh1HjhzBYrGQkpIiW97IyMjI/I8j/xW4CRoaGjh9+jRjxoyhrKwMURRxc3Ojo6MDkMy1U1JSrniM8PBwSkpKKCoqIjw8nLi4OGpqaiguLnZY5FwOnU7H/PnzycvLIzMz0/F8e3s7W7duZfr06VRUVJCTk8Pq1asZPXo0YWFh37lO1Z7I35EjR3p1d/ft25eJEydeU1NKfX09mZmZVFVVoVQqiYmJITY29pJm1XV1dWzatAmQfgepqamOuctXo7Ky0jFS0cXFhZEjR/L111+j0+mIiIhwNKnMnDnzuhtGMjIyKCsrIzQ0tJcYPHToEBaLhQkTJjiiz9C7WSUiIoKamhpOnjxJSEgI/fr1u65zy8jIyMh895AjiTeBSqXi8OHDKJVKhzdej0DUaDSUlpZe0VwbcPjzAaSlpQE4hM2+ffuuGgEUBIG4uDgWLFjQq37MaDSyfv16PD09mTlzJmq1mr1797Jjxw66urpu+J7vJGw2G4WFhXzyySekpaU5BGKPv+S1GE7X1tayZcsW1q1b5+gYX7JkCUlJSRcJxB7j8/Xr12Oz2fD392fJkiXXLBA7OzsddYhKpZKJEyeSlpaG1WolMjKS/fv3o9VqmT179nULxOLiYo4ePUpAQACpqamOLwJnzpyhvLycgQMHMmDAAMd6URQdJuw9779Dhw6hUCgcTVUyMjIyMv/byJHEmyA8PBy9Xk9ubi5JSUkUFxdjs9lQKpUOwVJUVHRRiu9CfH19iY6O5ujRoxQUFBATE8OECRPYsmULO3fuZM6cOVcdD+fj48M999xDTk4Oubm5gCQEdu/eTb9+/ViwYAEHDx6krKyMmpoakpOTv7VRRaPR6HitelLKIDUSjRs37qqzlkVRpLq6mpycHGpqahAEgcGDBzssbC61/tixY2RkZDhEv7e3N3fffbdjfvfV6DG17ikLSE1NpbCwkNbWVgYNGkRubi46nY7Zs2dflw8iSDOjDx48iJubG1OnTnWkic1mMwcOHECtVl8U0S4rK6O6upqIiAj8/f0pKipy2PicX3cpIyMjI/O/iyCPc7txtm3bJnZ0dNDa2sqiRYuorKzk4MGDju1qtRqFQsHSpUt7pfkuhdVqZdWqVXR2drJw4UI8PDzIzMwkNzeXiIgIxo0bd83X1drayp49e2hoaHA8p1AoGD16NBqNhkOHDtHV1UVQUBBjxozp1chwJ9Pa2srBgwcd9Xw99O3bl/Hjx191CondbufMmTPk5+c7jMjDwsKIjY29rDCrq6vj0KFDNDQ04OTkhCiK2Gw2FixYcF1iKj09naNHjwIQFxeHRqMhPT0dX19fGhsbcXV1Zfbs2Y4xj9dKU1MTGzZsQKFQMGfOnF73cejQIQoLCxkzZkwvo3Cz2czKlSux2WwsWbIEURRZsWIFarW614QfGRkZGZnvHNcVGZIjiTdBj/DauHEjhw4dYtq0aQ4bE5D8E0EyNe5JR18OlUrFuHHj2LRpE/v372fWrFkkJCQ4vO38/f2vydMPpBnRc+fO5cyZM+zfv5+uri7sdjv79+9Ho9EQHx9Pa2srpaWlrFq1isjISEen9Z2GxWKhqKiI/Pz8Xql7QRAIDQ11TKy5EkajkdLSUoqKiujs7EShUBAREUFsbOxlRVlraysZGRmcPn0aQRAYPnw4RqORkydPMnr06OsSiOXl5Q6BGBISQp8+fdiyZQtOTk40Njbi7u7O7Nmzr3nUXg+dnZ1s3boVm83G9OnTewnE+vp6CgsLCQgIIDIystd+Pc0qPTY9Pan6sWPHygJRRkZGRsaBLBJvkqCgIAYPHszJkyepqKhg7Nix7Nixw7FdqVSSn5/P0KFDr5qa7NOnDxEREZSWlnLs2DEiIiKYNGkSa9as4eDBg3h7e19zt6sgCAwYMIB+/fpRXFxMRkYGVqvV4R0oCAIhISEYjUaKi4s5ceIE0dHRDB8+/JLNGt8koihSUVFBZmYmzc3Nvba5uLgQHx/PkCFDrvp6NjY28v/t3Xd41Nt+3/v30ow0o96FBGqoACoIgUAgQPTOZrPLccmxHSdxbMfJdXLtXKfYyXViJ7ETx3acxIlbEl8n9vE5++xD2XQBokn0IgkQoN7rqEtTNDPr/jHSHAkJIVGkvdH39Tw8HM3vNzNr5uwHPqy1vt/1+PFjampqcLlcBAQEkJeXR0ZGBgEBAdM+Z3h4mPv37/P8+XO01iQnJ7NhwwYsFguXL18mPj5+Vsf3jevt7eXy5cuA54jFjRs3curUKZRS2PPYwRUAAE5DSURBVGw2IiIiOHTo0CvH8yoOh4Nz584xPDzMrl27iIuL814b/weBj48PhYWFk7YUdHd3U1FRQXR0NKtWrZrUYHs2ldlCCCEWDwmJ78CmTZtoaGjg5s2bfOtb3yIkJMRbcOJ2uxkaGqKmpob09PRZvVZjYyO3bt0iISGBwMBA9u7dy8mTJykqKuLTTz+dU6Dw8fEhOzubjIwMHj58yMOHD9Fao7WmqakJ+OHxgvfv36e8vJzs7Gyys7PndWbR7XZTXV1NWVkZfX19k06s8fHxITk5mU2bNr12tm1oaIjq6mqqq6u9AXPJkiVkZWWxfPnyV+7ttNlslJeXU1FRgcvlIi4ujvz8fJYsWcLAwADXr1/3VjLPdh+nw+HgzJkzuFwu/Pz82Lt3L5cvX/bOiMbFxbFv3745h3KXy0VRUREWi4X169d7T+EZV1FRgcViYe3atZP2WI6HR4DCwkIASkpKJp0AJIQQQoyTkPgOjM9Q3bp1i7KyMjZv3sy5c+cAz6yYUopHjx6Rlpb22r+I/fz82Lp1KxcuXKCkpIS9e/cSHR1NYWGhtzr5o48+em0hy8sMBgPr168nJyeH4uJiGhoavNfGiynAszfy4cOHlJWVkZKSQnZ2NtHR0e88QLjdbtra2qioqKC9vX1S6xrwzITGxMSwfv16li5dOuP72+126urqqKqq8p6DbDKZyMjIICMjY8Zm1MPDw5SXl1NZWYnT6SQiIoL8/HwSEhJQSuFyubh06RKjo6Ps3bt31gFda82FCxcYHh5GKcWBAwe4c+eON7gmJyeza9euOfcidLvdFBcX09LSQkZGBmvXrp10fWBgwHtM4MvXnj59SldXFzk5OURFRfHkyRPvz3M58k8IIcTiICHxHcnOzubFixc8evSITz/9lPDwcHp7ewFPYOjt7aWpqWlW/eeSk5NJSUmhtraWuro6UlJSWLFiBT09PZSXl3Pt2rU5zWhN5Ofnx/79+2ltbaW4uNi7R2+8Snh8Bm98Zq+6uhqj0UhkZCQrV64kMTFxTjOZWmsGBwdpbm6mqamJnp4eRkZGpj0Fxmg0snTpUtauXUtMTMwrP5/Wmp6eHpqammhqaqK9vR2tNQaDgZSUFNLS0khISJgxSPf391NWVsaLFy9wu91ERESQm5tLSkrKpGXsu3fv0tXVRW5uLvHx8bP+3Hfu3KG1tRXwtDSqqanxztyuXLmSwsLCWVdGT/zcpaWl1NbWsnz58inH62mtuX79Oi6Xi61bt04KoENDQ9y9e5egoCDy8vJmbLAthBBCgITEd8bHx4dt27Zx/Phxrl+/zoYNG7hw4cKkex49ejTrJsWbN2+mpaWFkpISli5ditlsJj8/n76+PqqqqoiIiGDNmjVvPN6lS5fyoz/6o95ZQ8C737G7u3tSaxmn00lHRwcdHR1TPrPBYEAphVLKu4ztdrtxu928rnLe19eXsLAwMjIySEtLm3FWbWhoiI6ODm/YHBkZATwzpPHx8SxfvpyUlBTv+dnT0VrT2dlJRUUFdXV1aK1ZsmQJubm5JCYmTgmlTU1NlJeXe2c0Z6umpsb7nW7YsIHBwUGePHkCQG5uLhs2bHijgP/gwQNvk/Vdu3ZNCZnPnj2jpaWFVatWsWzZsknXxhtq7969G19fX65evTptg20hhBBinITEdygmJobs7GweP37M0NAQkZGRWCwW7/X29nba29uJjY197WsFBASwefNmiouLuXHjBrt378bHx4ddu3Zx4sQJbt++TXBw8FsVG/j6+pKfn096ejolJSW0trZ6G4MnJSXR19dHe3s7nZ2dDA4OTgqOgDcMvo7BYMDPz4/Q0FDi4uJIT09/ZcsZl8vFeFshi8WCxWKhq6uL4eFh7z1hYWGkpKSQmJhIbGzsa5dsHQ4H1dXVPH361LvcGx8fT25uLnFxcdMGtpGREa5cuYKvr++0gexVenp6KC4uBvAG35s3bwKQn59Pbm7urF7nZU+fPuX+/ftERUWxb9++KbOkQ0ND3Lp1i8DAQDZt2jTpWn19PfX19d7vrLGxkdraWpKTkyc12BZCCCEmkpD4jm3YsIH6+nru3r1LQUGB9xSVcY8ePeLAgQOzeq20tDTq6+upra0lKSmJ9PR0/Pz8OHDgAMePH6e4uBh/f/9Jla1vIjw8nMOHD9PU1MSdO3e8e/QyMjLYuHGjd3nZ6XQyPDxMS0sLra2t9PT0MDAwMCko+vj4EBAQQFBQEMHBwZjNZvz8/PD19fXOODY1NVFXV4fT6cRut2O1WrFarQwNDTE8PDxpBlIpRVhYGAkJCSxZsoS4uLhZ9RLUWtPd3U1lZSXV1dU4nU58fX3JzMwkMzNzxj14WmuKi4uxWq3s3r171r0LbTYbX331FW63m+joaCIiIrwBccuWLWRlZc3qdV5WW1vLjRs3CA0N5eDBg1NmS7XWXLt2jdHRUfbs2TPpusPhoKSkBD8/PzZv3ozT6aSkpGTaBttCCCHERBIS3zFfX18KCws5e/Ys9fX1k/YmAjQ2NtLT0zOrQgGlFIWFhbS3t1NSUkJcXJw3fB08eJCvvvqK8+fPc/To0bduiK2UIjExkfj4eGpra3n48CHl5eU8efKE1NRUMjMziY6OJjQ0lNDQUG8bGJfLhcVioaenh97eXvr6+hgaGqK7u5v29vZZv7/ZbCYwMJDo6GiCg4MJCwsjMjKS8PDwWRd3jO9VrK2tpba2lv7+fsBzok1mZiapqamzWlp99OiRd9k2NTV1Vu/tcrk4ceIEdrudgIAAoqKiuHPnDgAFBQVvHBCbmpq4fPkyAQEBHDp0aNqK8+fPn9Pc3MzKlSunHBF49+5dhoeH2bp1KwEBAdy5c4fBwUEKCgrm3JdRCCHE4iIh8T1ISEjw9k7Mzs6eFBIB7t27x759+2b1Wmazme3bt3Pu3DmuXLnC4cOHUUoRFRXF3r17OXv2LGfOnOHo0aPv5C99Hx8f0tLSSE1NpaGhwVvc8eLFCyIjI1mxYgUpKSnec6INBgMxMTFT+jdqrRkdHcXhcHh/jT8OnjBtNBrx8/PDbDbPuYhj4vtYLBbq6uomBUN/f38yMzNZuXLlnM5Bbm5u5t69e4SHh896pk1rzZkzZ+jv78fX15eIiAgqKysBzx7E1atXz/2DAS0tLVy4cAFfX18OHTpEcHDwlHuGhoa4efMmAQEBU5aZOzs7efLkibehdk9PD2VlZURGRr5xaBVCCLF4SEh8TzZv3kxzczPV1dWEh4dP6v1XX18/69lEgMTERDIyMqisrKSsrMy7ry0+Pp4dO3ZQXFzM6dOnOXLkyJybMr/KeDPu5ORkLBYLT58+pbq6mps3b3Lz5k3i4uJISkoiISGBsLCwKfv6lFL4+fnNWEjyJrTWDA0N0d7eTnNzM83NzVitVuCHwTAlJYXY2Ng5B8/BwUEuXbqE0WicdAby61y9epW2tjbvUntzczMAq1atYsOGDXP7gGPa2to4f/48BoOBw4cPv/JM6evXr3sLUib2W3S5XFy7ds07Gw14eyRu27btjUO5EEKIxUNC4ntiNpspKCiguLiYyMhIent7MRqNOJ1OwBMsPv3001m/XkFBAW1tbdy9e5elS5d6Z+7S09O9+87OnDnDRx999Npj6uYqMjKSwsJCCgoKaGxspKamhsbGRtra2rzFEkuWLCE2NpaYmBjCw8PfScWs1pqRkRF6enro7u7GYrHQ0dExqYglPDyctLQ0kpKS3igYjnM6nRQVFWG329m/f/+sj9178OABL168ADyzsOMzmcnJyWzduvWNqpg7Ojo4d+4cSikOHTr0yj6PL168oKmpiRUrVkypmn/48CE9PT3k5eV5ZzY7OjrIysqa08yqEEKIxUtC4ns0vuTc1NRERETEpGXnrq4uGhoaSEpKmtVrGY1Gdu/ezfHjx7l06RKff/65d5YuKyuL0dFR7ty5w9mzZzl06NB7OVrPaDSSkpJCSkoKTqeT1tZW72ze+D7AcUFBQYSGhhIYGEhQUBD+/v74+vri5+fnbZsDnhmv8WVpu93O8PAwIyMjDA4O0t/f7w3V48LDw0lMTGTJkiUsW7bMu+z9NrTW3Lhxg+7ubtatWzfr/0+qqqq4d+/epNcBiI2NnVNF9ERdXV2cPXsWrTWHDh165TGMw8PD3mXmgoKCSde6u7t5+PAhkZGR5ObmMjw8zO3btwkICHjjmU0hhBCLj4TE90gpxdatW/n+97/PyMgIWmsCAwO9M2HFxcX81E/91KxPT4mMjGTTpk2UlJRw/fp1du3a5Q1bubm5jI6O8vDhQ86cOfPeguI4o9FIYmKidwbLbrfT2dlJV1cXfX199Pb20tHRMSXkzYZSioCAAJYsWUJoaChhYWFERUURERHxzpevASorK3nx4gUJCQmsW7duVs8Zb0Y+bvz/1/DwcPbv3z/nk1QALBaL9xi/AwcOvLJVktaaq1ev4nA42LFjx6T/n91uN1evXgVg+/bt+Pj4cP36dRwOBzt37nwv358QQogPk4TE9yw4ONjbCmc8SIyfcOJwOLh69Sq7du2a9etlZmbS0tJCTU0NcXFx3ipjgPXr16OU4sGDB5w6dYrDhw+/86XnVzGZTCQkJEyqrtVa43A4GB4exmq1Mjo6yujo6KTg6OPj451hNJlMBAQE4O/vP2975jo6OigtLSU4OJidO3fO6n27uro4ffq09+elS5fS3t5OYGAgBw8efKNwbrFYOH36NKOjo+zfv39KM+yJnjx54q1mfrnP4cOHD7FYLKxbt46oqCiqq6tpbGz0LskLIYQQsyUhcR6sXLmS+vp6GhsbAc9S7MDAAADV1dUsX76c5cuXz+q1lFJs374di8VCaWkp0dHR3j1mSilvULx//z6nTp3i0KFD76yYZa6UUphMpvc6o/k2RkZGuHjxIkop9u7dO6tA3d3dzfHjx71Ly6tXr6ayshKj0cjBgwffqMK8q6uLM2fOeM+HfrmNzUS9vb3eRuovLzNbLBYePnxIeHg4a9euxWq1UlJSgtlslp6IQggh5kxKHOeBUopt27ZhMpkwGAwMDAxMKuy4cuWKNzTOhslkYu/evSilKCoqwmazTbqel5dHfn4+PT09nDhxwltMIX5ovFBleHiYwsLCVxaHTNTS0sIPfvAD7znR27Zt49mzZwAcOHBg1tXqE7W3t3Pq1CmcTif79++fcbbP5XJx+fJl3G73lKXj8WVmrTU7duzAYDBQUlKC3W5n69at8zajLIQQ4sMhIXGeBAQEsHXrVlwuF8Ck2bXR0VEuXrw4p/17UVFRbNmyhaGhIYqLi6ccj5ebm8u2bdsYGhrixIkTdHV1vZsP8gEY39PX0dFBTk4OK1aseO1zHj9+7F1iNpvNHDp0iNu3b+N2u2fcPziT1tZWzpw5g9aagwcPzjiDCHD//n0sFgu5ublT3q+srIzu7m7WrFlDdHS0t29kcnLyrGephRBCiIkkJM6j1NRU0tPTAU8T5ImnZ3R3d1NSUjLpSLrXWbVqFStXrqSpqYm7d+9Oe33v3r2Mjo7y1VdfUVdX9/Yf4gNw//59ampqSE5OZuPGjTPe63Q6uXjxIqWlpYBnq8Dhw4cpKipidHSUffv2sXTp0jmPoampibNnz6KU4vDhw699jfb2dsrKyoiKiiIvL2/StZ6eHu7fv09YWBjr1q3DZrNx48YNTCbTG7fhEUIIISQkzrMtW7a8ct/a8+fPefr06Zxeb+vWrcTExFBWVkZVVdWU68nJyRw+fBij0UhRURGPHj2aUxD90FRVVfHgwQOioqLYuXPnjAGqpaWF7373u97WPsHBwezbt4+zZ89it9vZs2fPa2f/plNfX8/58+cxGo189NFHLFmyZMb7HQ4HxcXF+Pj4TGmt43K5KC4u9i4zG41Gbt68idVqpaCgYMH2owohhPjmk5A4z/z8/NizZw8AVqt10myiwWCgtLSUtra2Wb+ewWBg3759BAYGcu3aNTo7O6fcExsby6effkp4eDh37tyhuLiY0dHRt/8w3zDt7e1cvXqVwMBA9u/f/8qG3zabjatXr3L69Glvu6KAgAD27t3L+fPnsVqt7N69e0pl8Ww8e/aMoqIiTCYTR44cmVVj69LSUgYHB9m0aRNhYWGTrk1cgo6JiaGxsZGqqioSEhK8s9ZCCCHEm5CQuABiYmJYu3Yt4OkvOM7lcqGU4uLFiwwODs769QICArxnQV+4cIGhoaEp9wQHB3P06FGSkpKorq7m+PHj9PX1vd0H+QYZGBjgwoUL+Pj4sH///mmbcGutqamp4YsvvuD58+fex81mM7t27eLChQsMDw+zY8cOUlJS5vT+WmsePHjAtWvXCAoK4siRI7MqdKmpqfH2cJzY7gg8R/c9evSI6Oho8vLysNlsXLt2DV9fXwoLC2WZWQghxFuRkPgW3mbZNi8vj7CwMNxu95QqVavVyrlz53A4HLN+vejoaHbs2MHIyAhnz56d9rl+fn7s27eP/Px8+vr6OHbsGFVVVR/88rPdbufcuXPYbDZ27949bSXzwMAA58+f59KlS5NmWc1mM9u3b+fSpUvegDjXGTq3282NGze4d+8ekZGRHD16dMqM4HQGBga4du0a/v7+bN++fVLoG1+CNhgM3mXzGzduMDIyMuOWBiGEEGK2JCS+haampjd+ro+PD4cPH0YpNSnQKaUwGAz09vZy8eLFKVXLM0lNTSU/P5/e3l6Kioqmfa5SitzcXO8+xeLiYi5dujSljc6Hwul0cu7cOfr6+ti0adOUFjN2u51bt27xve99j8bGRsLDw71V5mazmS1btnDlyhXvHsTZVEK//P5FRUVUVlaybNkyjhw5Mqt9gi6Xi4sXLzI6OsrOnTunPKekpIShoSEKCgoICwujurraW80sy8xCCCHeBQmJb6GysnLapd3ZCgwMJD8/H8A7S6S1xuVy4efnR3Nz85wrntesWUNGRgYtLS3evnnTWbp0Kd/61rdITk6mtraW73//+95m3x8Kt9tNUVGRt9XN6tWrvddcLhcVFRX89V//NeXl5YSFhZGQkOA9X9tsNrNp0yauXbvm7WE411YyNpuNU6dO0dDQQFpaGgcOHJj1sXi3b9+mu7ubtWvXEh8fP+labW2td99hRkYGQ0NDlJSU4O/vz7Zt22SZWQghxDshIfEtOJ1Orl+//lbLtWvWrCE0NHTSa5jNZhwOB2azmcrKSh48eDDr11NKsWXLFhITE6mqquLmzZuvHJ+/vz979+5lx44djI6Ocu7cOW+D6W86rTVXrlyhqamJlStXsnHjRpRSaK2pq6vjiy++4ObNmxiNRrZs2UJAQIB3ZthkMrF+/XquX78OwKFDh+ZcxdzX18eJEyfo7OxkzZo17Ny5c9ZndNfX1/P48WNiY2OntLsZHh7m+vXr3mVw8DRjdzgcbN++XZpmCyGEeGckJL6F+Ph4mpqaJhU5vIm9e/dO+tlmsxETE4PNZsPf35/79+/z+PHjWb+ej48Pe/bsITY2lsePH88YMpVSrFixgh/5kR8hOTmZuro6vve971FWVjan5t5fJ1prSktLqa6uJjk5mcLCQgDq6uo4duwYRUVFWK1WNmzYwL59+6ioqKC5udl7jOCaNWsoLS3FaDRy+PBh4uLi5vT+jY2NHDt2jIGBATZv3uwNqLMxODjIlStXMJlMU9rdjAdfu93Otm3bCAgI4PHjx7S2tpKRkUFiYuKcximEEELMRH3oRQvv0+nTp3Vvby+jo6N8/vnnhISEvPFr3bhxY1KPRLPZTFBQEN3d3fj7+2O1Wtm1axdpaWmzfk2Hw8GpU6fo7u6moKBg0nLrqzQ0NHhbrgQHB7NhwwZSU1O/UUuY9+/f5/79+8TFxbFv3z4aGhooLy+np6cHg8FARkYGa9eupbOzk8uXLzM6OopSCj8/P1JTU3n69Cn+/v4cPnx4Tkftaa0pLy/n9u3bmEwmdu/ePWWpeCZut5uTJ0/S2dnJgQMHpoS+8vJybt26xapVq9i2bRs9PT0cO3aMwMBAPv/881e29BFCCCHGzOkvcwmJb6GoqEhnZGRw5swZYmNj+eijjybN/MyFw+HgO9/5zqSWOKtXr6a+vp7BwUFMJhMOh4Pdu3fPqf2K1Wrl5MmT9Pf3s3nzZrKzs1/7HKfTyZMnT3j48CEOh4Pw8HDWrl1LSkrKG3+++fLkyRNKSkqIiIggOTmZZ8+eMTIygtFoJDMzk5ycHPz9/Xn48CH37t3DaDTidDoJCAggJiaG+vp6IiIiOHDgwJwqhJ1OJ9euXaO6uprw8HD27dtHaGjonMZ+69YtysvLycnJYdOmTZOudXZ2cuLECUJCQvjss8/w8fHh+PHj9PT08PHHH7+2IbcQQgiBhMT5U1RUpPfu3UtpaSmPHz8mPz+f3NzcN369Fy9ecOXKFe/P4xXQFy5cwOl0YjQa3ygojoyM8NVXX80pKIJn2busrIynT58yOjpKSEgI2dnZpKenTzp7+uuisrKS69ev4+vr621jExgYSFZWFhkZGZhMJkZHR7l69Sq1tbXeGdrg4GD8/f3p7OwkISGB3bt3z7rABDz7BC9cuEBXVxeJiYns2rVrTs8Hzz7ECxcuEBMTw8cffzwpjNvtdr788kusViuffPIJkZGR3L59m7KyMtauXcuGDRvm9F5CCCEWrcUZEpVS+UC21vp/TnhsNfD7QAFgBY4B/1Rr3TPhngjgPwJHARNQAvxjrfVrNwGOh0Sn08mxY8fo7+/nk08+mbYP32xorTl58iQdHR3ex9LS0sjMzOT06dMYjUaUUtjt9jcKiqdOnfK2gsnJyZn1c202G48fP+bJkyfY7XaMRiOpqamsWLGC2NjYBV2K1lrT1dXFnTt3aG1t9T6+bNkyVq1axfLly72Bq6uri0uXLjEwMEBoaCj9/f3eXpUDAwNkZmayefPmOc2WNjc3U1xcjNVqJTc3lw0bNsz5++jt7eX48eMYDAY+++yzSTOYWmsuXLhAQ0MDhYWFZGRkeM99ni5QCiGEEDNYfCFRKRUCPAR+R2v9R2OPxQNlwPeAPwACgH8DRAObtdajSikfoBRwAL8C9AA/C/xdYL3Wunam9x0PiQDd3d0cP36c4OBgPvvsszfeH9bd3c2xY8dQSnn7HH766acMDw9TVFSE2WxGa+0tXli5cuWsX3tkZITTp0/T29v7RoHG6XRSU1PD06dP6erqAjwzdSkpKSQmJhIbGzvrCt63YbPZaG9vp6GhgcbGRqxWK+ApwsnKyiI7O3vS/lCtNWVlZdy9exfwNB7v7OwkPDyckZER7HY7BQUFZGdnz/r7cLvd3Lt3j0ePHuHr68v27dvnfAoLeLYZjBe5HD58mKVLl066XlFRwc2bN0lNTWXXrl2MjIzw5Zdf4na7+fzzzwkODp7zewohhFi0FmVI/Evg28AvTAiJ/xnI0FrvnXCfGSgHfldr/cdKqc+APwFStdb9E+77C8BXa/03ZnrfiSERflhYkJ6ezs6dO9/489y8eZOKigrvz/7+/vzET/wEtbW1XL582Xuk3PDwMBs3bmTNmjWzfm2bzca5c+fo7Oxk1apVbN269Y1moiwWCzU1NdTU1HiPEDQajcTFxbFkyRJiYmKIjo5+62Vpt9tNX18f3d3ddHV10d7ejsVi8V4fXzIOCAjg6NGjU0LTyMgIxcXFtLS0EBoaitlspqOjwzuTaDQa2bVr15zOYR4cHOTy5ct0dHQQHR3N7t2736hoSWvN+fPnaWxsnLawqLOzk5MnTxIcHMynn36K0Wjk9OnTtLW1sWfPnjcKpUIIIRa1OYVE4/saxXxRSv1t4BBQ9dKlI3hmB7201jal1B8DPwb88dg9fz0xII75A+CGUspPaz3rs/FWr15Na2srVVVVLFu2bM6nc4xbv349tbW1jIyMoLXGarVSVFTE/v37vQUSwcHBhIaGcvv2baxW66zbrJjNZg4fPkxRURHPnj3zVk3PdeYzMjKSyMhINmzYgMViobm5maamJlpaWiadROPv709oaCghISEEBATg7++PyWTCaDR6Zx1dLhculwuHw4HVasVmszE4OMjAwAADAwOT+jz6+/uTkpLC0qVLsdls3Lt3j+DgYI4cOTKl0KShoYGrV69is9lISUmhp6eHjo4OAgMDvUvNe/fuJTw8fNafu76+3tuXMCcnhw0bNrzx7On9+/dpbGwkPT19yj5Ru93OpUuXUEp590jev3+ftrY2MjMzJSAKIYR4777RM4lKqRXAfeCngX+IJ/D9kVIqABgC0l5eMlZKbQVOaK0jlVK3gT+euI9x7B4DMIJnybmCV3h5JhE8M3Vffvkldrudzz77bFZn9E6noaGB8+fPextAA2zYsIG1a9d6K3iDgoIwm810d3fPuWDC5XJx9epVqquriYyMZP/+/e/kvF+n04nFYqGzs5Pu7m76+/vp6+ub0znUAAaDgZCQEEJCQggPDycqKoqoqCiCg4NRSvH06VNu3LhBSEgIH3300aSx2+12bt68yYsXLzCZTKxevZqKigrsdjsmkwm73U5aWhqFhYWzDscOh4Pbt29TWVmJyWRi586db9WXcLxQJSoqio8//hij8Yf/XtNac/HiRerq6ti6dSuZmZm0trZy+vRpIiIiOHr06KT7hRBCiFn65s4kjoWz13UubtNau5RSfsBfA/9ba/0DpdQ/nHBPGJ4vomua53cA4WP7EcOnu2fs9buBOVegmM1mdu3axalTpygqKuLo0aNzrnQFSEpKIjk5mfr6eu9jd+/exc/Pj6ysLAwGA9euXcPtdpOUlERDQwMnTpxg//79s1r6NBgM7Ny5k7CwMO7du8exY8fYv38/MTExcx7rREajkSVLlkxqyaK19s4SWq1W7Ha7d/ZwfCwGgwFfX1/8/f29s43TLYNrrXn06BF37tyZNiDW1dVx48YNrFYr8fHxLFu2jLt376KUQinF6OgoW7duJSMjY9b7D5uamrh27RrDw8MsXbqUnTt3epf830Rvby/FxcWYzWb27ds3JfBVVFRQV1dHSkoKGRkZWK1WLl++jMFgYPfu3RIQhRBCzIuv2982cUDTa+5ZDtQD/wEwAL88zT3jf/tPN02qXvrfr5pKnXJNKfXLE9/v537u56aclgIQFxdHfn4+t2/f5urVq+zZs+eNKoC3bNlCa2srTqfTW8RSUlICQFZWFkajkeLiYtrb28nMzOTp06ccO3aM7du3z2qPnVKKdevWERoaypUrVzh58iSbNm0iKyvrnVYsj59kYjKZ3nhmFTwB8datW1RUVBAeHs6hQ4e8YW1gYIDS0lIaGxsxmUxs376d3t5ebt++7e2FGBwczJ49e4iOjp7V+9lsNm7evElVVRW+vr5zDpfTsdvt3pZG083eNjc3c/v2bcLCwti2bRvgOXZvZGSEHTt2vNX3J4QQQszF1yokaq2bmcVUqFLqMJ4K5A1aa9s0t/TiCXiReJadJ4oBerTWbqVUz9g9L7++Yezx7pfG93vA743/XFRU9Mq1+pycHDo7O6mrq6O8vHxOxSXjAgMDKSgo4OrVq97HDAYDJSUlaK3Jzs7GaDRy6dIlnj9/Tm5uLpWVlVy4cIHVq1eTn58/q/1yqamphIaGcvHiRUpLS+no6KCwsPCNZkDfl4nL47Gxsezfvx+TyYTT6aSsrIxHjx7hcrlIS0tjzZo13Lx5k9bWVnx8fHA6naSkpLB169ZZn21cW1tLSUkJVquVhIQECgsL33o53uVyceHCBW+/ypcrmQcGBrh06RJGo5F9+/bh5+fHw4cPaWpqYsWKFW+8x1UIIYR4E1+rkDgbSqk44M8BM3B3wqyOP7BJKfWLWusspVQDsAZoeOkl8vG0xgF4OnbPy9YALuDFW4zTO5t1584dIiMj53RE27gVK1ZQW1vrLQZxuVz4+/tTWlqK3W5n3bp1HDlyhPPnz/Po0SPWrl1La2srFRUVtLW1sX37diIjp+TgKaKiovjss8+4cuUKNTU1dHZ2snPnTmJjY+c85ndtdHSUoqIimpubSUpKYvfu3RgMBl68eMHdu3cZHh4mLCyMrVu3opTizJkz3rY4BoOB7du3k5aWNqsZwIGBAW7evElDQwMmk4kdO3aQnp7+1jOrWmuuXbtGW1sbWVlZZGVlTfmMFy5cwG63c+DAAcLCwmhsbOTu3btERESwZcuWt3p/IYQQYq6+cYUrSqlQPL0OX/aXwCngL7TWDWMtcOK11p9NeK4fnoD4e1rrPx1rgfOfgXSttXXCff8TMGmtf2KmsUxXuPKyvr4+jh8/DsAnn3zyRsuFQ0NDfPHFFzidTrTW+Pr6EhwcTE9Pj7cB9PDwMGfPnqWvr4+UlBSCgoKoqKhAKcXatWvJzc2d1ayi1ponT55w+/Zt3G43a9asIS8vb176H07HZrNx9uxZurq6WLlyJVu3bqWlpYW7d+9isVgwmUzk5eWxcuVKysvLefDggbfQJz4+nm3bts1qBnB0dJRHjx5RXl6Oy+UiJSWFzZs3ExAQ8E4+x71793jw4AGJiYns27dv0n5LrTWXLl2itraW9evXs27dOgYGBvjBD34AwGefffZW54ILIYQQYxZfn0QApdQVxqqbx34eb6b9P4A/BQKBfw0sZWoz7V7g14AB4G8Dv8Acm2nPpLm5mbNnzxIcHMwnn3wy6yXPiZ49e8a1a9e8P6ekpGC322lpaWH58uXs3LkTt9vNlStXqK+vJzw8nLy8PO7fv09vby/h4eEUFBTMejazr6+P4uJiurq6CA0NpbCwcMry6PvW19fH+fPn6e/vJzc3l9jYWO7fv09XVxcGg4GsrCzWrl2Lw+GgqKiI7m7P7gBfX1+2bNkyqxlAt9tNZWUlDx48wGq1EhERMe1S8NsYP24xKiqKI0eOTKmoHi/EWb58OXv27MHpdHL8+HF6e3s5ePAgCQkJ72wsQgghFjUJiRMeW41nD+FmwI7nWL5fmeFYPjOeY/l+eS7H8s3GeMuW2NhYDh8+POeZuYnHs43bv38/VVVV1NbWetvYBAYGek8XMRgMbNy4EZvN5t2zl5iYyKZNm2Y1o+l2uykrK+PBgwe4XC7S09PZuHHjO5tdm0lzczMXL15kdHSUtLQ0enp6sFgs+Pj4kJGRQW5uLgEBATx58oRbt255C3tSU1MpKCh47Rjdbjc1NTXcv3+fgYEB/P39ycvLY9WqVe/0mLuWlhbOnDlDYGAgn3zyyZRxjR+xFx4ezieffOLdY1pbW+tteSSEEEK8I4szJC6EuYREgNLSUh4/fkxKSgq7du2acxixWq188cUX2GyeWp3AwEB+5Ed+hIqKCu7fv4+/vz979+4lNjaW1tZWiouLGR4eJjExkby8PMrLy6mpqQE8YWrdunWzaiQ9MDBASUkJTU1NGI1GcnJyyMnJeS+FLVprHj9+zK1bt/Dx8cFoNHrPi161ahU5OTkEBQUxMDDAuXPn6OvrAyAoKIhdu3a9dg+ly+Wiurqahw8fMjAwgK+vL2vWrGH16tVvfJTiq/T29nLixAm01hw9epSIiIhJ1yduRRhfUi4rK+P27dveWcWFPBdbCCHEB0dC4nyZa0h0u91cunSJuro6MjMz2bJly5xDQGNjI+fOnfP+nJGRQWFhIbW1tVy5cgWXy8WGDRtYs2YNDoeDkpISqqurMZlM5OfnEx4ezoMHD2hubgY8/RizsrJYtmzZjGPRWtPQ0MCdO3fo6+vDbDaTk5NDZmbmOwuLDoeDCxcu0Nra6n0sICCAzMxMMjMzMZvNOJ1Orl+/TlWV54Adg8FAfn4+WVlZM4Zum81GZWUlT548YWRkBD8/P7Kzs1m9evVbHx04naGhIU6ePMnw8DCHDh1i2bJlk66PjIxw4sQJhoaGOHjwIPHx8d5tCWFhYW/cX1MIIYSYgYTE+TLXkAiemaxz587R0tLCunXrWL9+/Zzft6SkhCdPnnh/PnLkCHFxcfT09HDx4kX6+vqIj49n586d+Pv7U1tbS2lpKSMjI8TExLBlyxbcbjcPHz6ksbERgNDQUFasWEFKSgqhoaGvfG+3283z58958OABw8PD+Pn5eUPcm7SIGR0dpaWlherqaurq6rxFJ3FxcWRnZ5OUlISPj493vOPL5uCZDd22bdsrZwC11rS3t/P8+XNqampwuVwEBgaSlZX1TsPty0ZGRvjqq6/o7+9nx44dU1rXjI6OcurUKbq6uti2bRurVq1iYGCAY8eOobXm008/nfH/AyGEEOINSUicL28SEsEzY3b69Gm6urrIz88nNzd3Ts8fL2zo6fFsrQwMDORHf/RH8fX1ZXR0lNLSUp4/f47ZbGbz5s2kpqYyOjrKvXv3ePLkCVprli9fzoYNG/Dx8eHp06c8f/4cu90OeNrhJCYmsmzZMmJiYqbdP+lyuaiqqqKsrIz+/n6UUiQmJpKRkUF8fPwrZ/Xcbjfd3d20trbS2tpKW1ubN/QBxMbGsmPHDm81r8PhoKysjIqKCpxOJwBLlixh9+7drwylvb291NbWUl1dTX+/51jumJgYsrOzSUlJead7Dl9ms9k4deoUPT09bNmyZUqrG7fbzYULF2hsbGTt2rVs2LABm83GiRMnGBgYYP/+/W913J8QQggxAwmJ8+VNQyJ49heeOnWK3t7eNwqK/f39fPnll97gtHLlSrZv3+69XlNTQ0lJCTabjaSkJLZs2UJQUBA9PT3cuXOHxsZGlFKkpqaSk5NDeHg4LS0t1NbWUl9f7z1r2Wg0EhkZ6f0VEhJCUFAQQUFBGAwG3G43TU1NVFZWemclTSYTCQkJLFmyBLPZzMjICL29vVgsFnp6eryhUClFYGAgQ0NDGI1GCgsLSU9PB6Crq4vHjx9TU1PjLUoJDQ1l+/btU/YdulwuOjo6aGpqorGxkd7eXsBzRGJ6ejorV66csh/wfXhd+NdaU1JSwtOnT0lPT2fHjh243W5Onz5Ne3s7mzdvJjs7+72PUwghxKIlIXG+vE1IBE9QPH36ND09PW9UyVpTU8OlS5e8P+/bt2/ScXxWq5WbN29SXV2N0WhkzZo15OTk4OvrS3t7O/fu3fPu/1u6dCmZmZkkJibi4+NDV1cXLS0ttLW10d3d7Z1lnMhgMODn54fRaERrjcvlYnR01BtcX+bn50dUVBSxsbGEh4fz+PFjOjo6iIyM9DbIrqmpoaqqyhv0wDNTunXrVpKSktBaMzw8TE9PD52dnbS3t9PZ2el9T7PZTHJyMqmpqcTFxb3XWcOJnE4nZ86cob29/ZXbCMaLUpYuXcrBgwfx8fHh8uXL1NTUkJ2dzebNm+dlrEIIIRYtCYnz5W1DIniWJ0+fPo3FYmHNmjXk5+fPqZjlxo0bPH36FPD0B/yxH/uxKW1WGhsbuXXrFn19fQQGBrJu3TpWrFiBwWCgu7vbW/WstcbPz4/U1FSWL19OXFwcBoPBG8wsFguDg4MMDQ0xPDyMw+HwhkKlFEopDAYDJpMJHx8fbDYbVquVgYGBSUvKfn5+jI6OorUmLCyMgIAABgYGGBqafIKiyWQiPj4ef39/hoeHGRoaoq+vj9HRUe89BoOBmJgYli1bRkJCAlFRUfNeEexyuTh//jzNzc1kZ2dTUFAwZQzjgT48PJyPP/4Yk8nE3bt3efjwIcnJyezZs2feAq0QQohFS0LifHkXIRE8QfHcuXN0dnaSlpbG9u3bZ91H0eVycfLkSbq6ugDPjODhw4enhJTxptH37t3DbrcTGBhITk4Oq1atwtfXl5GREaqrq3nx4oV3r6PRaGTZsmXExcURExNDVFQURuPcT3J0uVxYLBaam5uprKxkeHh4zq8Bnkrn0NBQwsPDiYiIIDo6msjIyAUNVy6Xi0uXLlFfX8+qVasoLCyc8t03Nzdz7tw5zGYzn3zyCUFBQd7m6NHR0Rw5cuSNvlchhBBijiQkzpd3FRLBs1x56dIlGhoaWLZsGXv27Jl1a5aRkRG++OIL75Lwxo0bWbNmuiOpPfvmKisrKS8vx2q14uvrS1paGqtWrSI62nPaYU9PD42NjTQ2NtLR0eGtOFZKERwcTGhoKCEhIfj7+2M2m/Hz88PHxwelFFpr7wyjzWZjaGiIoaEhent7vf0dx/n7+09anh4vmAkNDcVoNOLn54evry/+/v4EBgZ+7WbanE4nFy9epLGxkbS0NHbs2DFljK2trZw9exaj0chHH31EZGSkt9VNUFAQR48enZfm5EIIIQQSEufPuwyJ4JntKykpobKykpCQEPbt2zfrgouuri6OHz/uDXRHjx5lyZIlr7zf6XTy4sULKisrsVgsgKcwJDk5meTkZKKjo/Hx8cHhcNDV1UVnZyddXV309/dPWT5+nfEWNkopgoKCvAESPE2wV65cycqVK9+ohc5CcTqdXLhwgebmZlasWMG2bdumBMSOjg7OnDkDwOHDh4mJiaGrq4tTp06hlOLo0aOzamYuhBBCvCMSEufLuw6J4KmAffr0KaWlpRgMBrZt20ZaWtqsnjt+RjB49v39+I//+GvPidZa093dzfPnz6mvr2dkZATw7G+MiYkhNjaWiIgIwsLCCAkJ8VY0j4yMYLPZsNvt2O12tNbegOpyuXA4HLS0tNDc3OytTh4XHBzM8uXLWb58OTExMd+4U0UcDgfnz5+nra3tlUvM3d3dnDp1CrfbzaFDh4iNjaWnp4evvvoKp9PJwYMH5/0sbCGEEIuehMT58j5C4rj29naKioqwWq2sWLGCzZs3z6r58+3btykrKwM8/QQ//vjjWYcwrTVdXV00NDR4q4ZfnjE0m82YTCbMZrO3WEVr7Q2LNpttSig0mUzExsYSHx/PsmXLCA0N/cYFw3EjIyOcPXsWi8XyyiKViWHwwIEDLFu2jP7+fk6ePIndbmffvn3SC1EIIcRCkJA4X95nSARPILl69SpNTU0EBQWxY8eO184+aa05f/68t2dhTk4OmzZteqP3Hy846evro6+vj/7+fmw2m/fX+PsppfDz88NgMGC1WrFarSilSEpKIj8/n7CwsDd6/6+bgYEBzpw5w8DAAOvXr2ft2rVTAmJfXx9fffXVpDA48Yi+3bt3k5KSskCfQAghxCInIXG+vO+QCJ4QVllZya1bt3A6naSlpbFx40YCAwNf+Ry32833v/99+vr6ANi9ezepqanvbYy9vb08ePCAmpoaAFJSUsjPz/eemvIh6Orq4ty5c1itVrZu3UpmZuaUe/r6+jh16hRWq5U9e/awfPlyRkZGOHnyJAMDA9Me0SeEEELMIwmJ82U+QuK4gYEBSkpKaGpqwmg0kpubS3Z29iuXoJ1OJ9/5znewWq0AfOtb33qnp45orWlra6OiooKGhgYAEhISyMvLIyYm5p29z9dBfX09ly9fRmvNzp07p50JtFgsnD59Grvdzq5du0hNTcVms/HVV1/R29v7ymAphBBCzCMJifNlPkPiuMbGRm7evEl/fz8mk4ns7GyysrKmLVCx2Wz81V/9FU6nE4PBwLe//W38/f3f6v3tdjs1NTWTqqITExNZt27dBxcOtdZUVFRw69YtzGYz+/fvn7ZivLOzk7NnzzI6OsqePXtITk7GZrNx5swZuru72bRpEzk5OQvwCYQQQohJJCTOl4UIieDZK1hVVcWjR48YGBjAYDCwfPlyVq1aRVxc3KR9coODg3z3u9/F7Xbj5+fHT/7kT865cbPD4aC5uZna2loaGhpwuVwYjUZWrFjB6tWrCQ0NfdcfccE5nU6uX79OVVUVYWFhHDhwYNrl8+bmZi5cuIDWmv379xMfHz/puMW8vDzy8vIW4BMIIYQQU0hInC8LFRLHud1uamtrefLkCR0dHYDnnOOEhAQSEhKIi4vDbDbT29vL97//fbTWBAQE8O1vf3vGxtQul4uuri7a29tpa2ujtbXVW+UcFxfHihUrSElJwdfXd14+53wbGhqiqKiIrq4uEhMT2bVr17TL+lVVVVy5cgVfX18OHDhAbGwsIyMjnDp1ir6+PvLz88nNzZ3/DyCEEEJMT0LifFnokDhRX1+ft9dhf3+/9/GgoCAiIyPx8/OjqqoK8LSx2bJlCwaDgdHRUaxWKzabjf7+fm8V83gbG6UUS5cuJSkpieTk5G9Uw+s30dTURHFxMTabjbVr17J+/fopFcxaa8rLy7l9+zaBgYEcPHiQiIiISdXPBQUFrF69eoE+hRBCCDEtCYnz5esUEicaGBigqamJzs5OLBYLvb29zPb/5+DgYMLDw72NtGNiYhbFucJut5v79+/z8OFD/Pz82LFjB8nJydPed+PGDZ49e0Z4eDgHDx4kKCgIi8XCmTNnZqx+FkIIIRbYnELih/+3/yIUEhJCVlYWWVlZgGf5eHh4GKvVSlNTEw8ePAA8p6ps3ryZ0NBQzGYzQUFBiyIQvmxgYIDi4mI6OjqIjo5m9+7d0+4/tNvtXLx4kZaWlknna7e2tnL+/HlcLhd79uyRPohCCCE+CIsvESxCBoOBkJAQQkJCWLJkCUuXLuXUqVOMjo5SWlrKRx999ME0vJ4LrTXPnz/n5s2bjI6Osnr1avLz8zEYDFPu7enpoaioiP7+fjIzM9m8eTM+Pj5UVVVx9epVDAYDhw4dkqP2hBBCfDBkufktfF2Xm2ejpaWF06dPA559h4WFhaxatWqBRzV/hoaGuH79Ok1NTQQGBrJjxw6WLVs27b01NTVcvXoVl8tFQUGBd4b2/v37PHjwgMDAQA4cOEBkZOR8fgQhhBBirmS5WbzesmXL+Oijjzh16hRaa65du0Z7e/usz4j+pnK73Tx9+pQ7d+7gdDpJT09n8+bNmEymKfe6XC5u377N48eP8ff359ChQ8TGxuJ0Orl69So1NTVERUWxf//+GU/AEUIIIb6JZCbxLXyTZxLHWSwWjh075q1mDg4OZufOncTGxi7wyN699vZ2SkpKsFgsBAcHU1hYSHx8/LT39vf3c+nSJbq7u1myZAl79uwhMDCQgYEBioqKsFgsJCcns3Pnzg+2FZAQQogPjlQ3z5cPISSCJxB9+eWXOJ1OwLP8vHr1avLy8j6IADQ4OMjdu3eprq7Gx8eH1atXs27dumk/m9aaFy9eUFpayujoKGvXriUvLw8fHx+am5u5dOkSdrud9evXs3bt2intcYQQQoivMQmJ8+VDCYngOcLvBz/4AUNDQ97HAgMD2bJlC0lJSd/IMDQyMsLDhw+prKzE7XaTmJhIQUHBK0+IGR4e5vr16zQ2NhIQEMCuXbtYunQpbrebe/fu8ejRI/z8/Ni1axeJiYnz/GmEEEKItyYhcb58SCERPPv1Tp06RXt7OwA+Pj643W6WLl1Kfn7+N+Zs5qGhISoqKqisrMTpdBIdHc2GDRteubQ8Pnt469Yt7HY7aWlpbN68GbPZzNDQEJcuXXptexwhhBDiG0BC4nz50EIieAJTaWkpT548AcBkMuFwONBak5yczLp164iKilrgUU6vu7ubJ0+eUFVVhdvtJiIigry8PJKTk185E9rb28uNGzdoa2vD39+frVu3snz58inLzjO1xxFCCCG+IaS6Wbw5pRRbtmwhLi6Oy5cvY7fb8fHxITw8nPr6eurr61m6dCk5OTkkJCQs+DL06OgodXV1VFZWes+vjo2NJTc3d8bx2e12Hjx4wOPHj9Fak5mZyYYNGzCZTIyMjHD9+nUaGhoICAhg9+7dsrwshBBi0ZGQKKaVkpJCZGQkZ86cYXBwkJ6eHsLDwwkODqapqYnW1laCgoJIT09nxYoVr9zn9z44nU6am5upqamhvr4el8uFwWBgxYoVZGZmzrgs7nK5ePr0KQ8ePMButxMVFcXWrVuJiYnB7Xbz5MkT7t69i8PhmLTsLIQQQiw2stz8Fj7E5eaXuVwubt68ydOnT72PpaenYzKZqKurY3h4GIDw8HCSkpJITEwkOjr6nS7Lut1uent7aWtr8wZUl8sFwJIlS0hLSyM1NXXGMOdyuXj+/DkPHz5keHiYwMBA8vPzSUtLQylFV1cXJSUldHZ2egt2pju7WQghhPgGkz2J82UxhMRxTU1N3uVn8Jz7nJ2dTWRkJI2NjTQ2NmKz2QDPMYBRUVHExMQQFhZGWFgYISEh+Pv74+Pj88r3cLvdDA8PMzw8TF9fHz09PfT29tLZ2cno6CjgWQ6Pi4sjMTGR5OTk1xaR2O12nj17xuPHjxkeHsZsNrNmzRqysrIwGo0MDQ1x9+5dqqqqUEqRnZ1NXl7eB91QXAghxKIlIXG+LKaQCOBwOLh9+zaVlZXex4xGI5mZmWRmZmK1Wmlubqazs5OOjg4cDseU1zCZTPj5+eHj44OPjw9aa0ZHR3E6nd4AOtF44IyLiyM2NpbY2NhZBTiLxcKzZ894/vw5TqcTf39/cnJyyMzMxNfXF6vVSnl5OY8fP8blcrFs2TIKCgqIiIh4uy9JCCGE+PqSkDhfFltIHNfR0cH169fp6elBKYXWGqUUCQkJZGRkEB8fj4+PDwMDA/T399PX18fAwAA2mw2r1YrD4cDtduN2u1FK4evri6+vLyaTicDAQIKCgggJCSEiIoLg4OBZF8eMjIxQV1fH8+fP6e7uBiAyMpLVq1eTmpqKwWBgZGSEiooKnjx5gtPpJDw8nI0bN34tinCEEEKI90xC4nxZrCERPK1yqqqquHPnDiMjI96eiuCZLUxKSiIlJYW4uLj3dmqL1pqenh6am5upr6/3Vjf7+vqSmprKihUrWLJkCUopLBYLFRUVVFdX43a7CQ8PJy8vj+XLl0s4FEIIsVhISJwvizkkjnM6nVRWVlJeXs7w8DAGgwFfX1/v/kQfHx9iYmKIi4sjKiqKqKgogoKC5hzMtNbYbDYsFgvd3d10dXXR1tbmfR+j0ejdp5iUlISvry8Oh4Pa2lqeP38+qT3O6tWrZ+ydKIQQQnygpE+imD9Go5HVq1eTmZlJVVUVFRUV9Pb2AhAUFITRaKS7u9t7igt4ZvqCgoIICgoiMDAQX19f7z5FrbV3n6LNZsNutzM0NMTAwIC3eGVcVFQUK1asYNmyZcTFxWE0GnE4HNTX11NXV0dTUxMulwuj0Uh6ejpZWVnfmFNjhBBCiIUmIVG8EwaDgVWrVrFy5Uo6OjqorKykrq4Op9MJQFhYGEFBQRgMBhwOB8PDw7S0tHiXqF9FKUVgYCDR0dGEhIQQHh5OdHQ0kZGR3tnC7u5uHj16REtLC52dnYzPjsfFxZGenk5KSopUKwshhBBzJMvNb0GWm2fmdDppamryzuqNVy8rpQgNDSUiIoKQkBDMZjN+fn74+fl5ZxXHC1mMRiNOp9M7qzg4OOgtiLFYLPT393vfz9fXl7i4OJKSkkhKSiIgIGChProQQgjxdSTLzeLrwWg0snz5cu9ZyBaLhdbWVjo6OrBYLNTW1r7V64eEhJCSkuJtkRMdHT1jH0YhhBBCzJ6ERDEvlFLewpVxDoeDgYEBhoaGGBwcxGaz4XA4GB0d9bbHGW+RYzabMZlM3vY4ISEhGI3yn68QQgjxvsjfsmLB+Pn5TQmOQgghhPh6kLU5IYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhYREIYQQQggxhdJaL/QYvrGUUseBP1zocSwynwNfLvQgFhn5zueffOfzT77z+Sff+fz7VGv992d7s4TEt6CUatZaxy/0OBYT+c7nn3zn80++8/kn3/n8k+98/s31O5flZiGEEEIIMYWERCGEEEIIMYWExLfzews9gEVIvvP5J9/5/JPvfP7Jdz7/5Duff3P6zmVPohBCCCGEmEJmEoUQQgghxBQSEoUQQgghxBQSEt8RpVShUuq6UmpQKVWjlPpVpZTvQo/rQ6aU2qiUuqSUGlFK9SqlvquUSljocX3IlFIrlFJWpZRWSv32Qo/nQ6OU+ntKqedKKZtS6plS6ucWekwfOqXUdqWUe+y/6b+30ONZDJRSB5VSt8b+O+9USv2JUip8ocf1IVNKHVVK3VdKDSmlKmf7Z4uExHdAKbUOOA9cANYCPw/8NPBHCzmuD5lSqgC4DFwD8oB9gBEoUUpFLOTYPnAtwHLgews9kA+NUurvA78N/AawCvg14DeVUr+0oAP78D0ElgI3F3ogi4FS6lvAF8BfATnAt4CVwCWllN9Cju1DpZQ6DHwX+FM83/mvAr+hlPqXr32uFK68PaXU9wCr1vqnJzy2G09wDNdaDy7Y4D5QSqli4JHW+pcmPOYD3AJOaK3/7YINbhFQSv050K61/mcLPZYPwdiqQxvwj7TWfznh8V3AV0CC1rpnoca3GCilrgB/rbWWf9y/R0qpWuAPtNZ/MOGxQKAS+OcT//sX74ZS6g5wVmv96xMe+xngt7TWMTM91/i+B7dI/A3A/dJjo3hmamW29v3IAiYFFK21Wyl1FUhfmCEJ8cY24/nz+LsTH9RaXx77S/Uj4C8WYmBCvCtKqSgghpdWIrTWw0qp28if3e9Lgdba9dJjo8wiA0pIfAcmfvlKKSNQAPwJ8Jda6/4FG9gHbIZ//WQDJfM5FiHegUygXGvtnObabWDNPI9HiHdOa90NBL38uFJK4fmH/4l5H9Qi8FJGMQF7gP8A/OHrnishcQZKKQMQ95rb2l5K6B1ABNDKSzNd4vXe8Dsff+5hYAvwM+9jbB+qt/nOxTsTDnS94loHIOfbig/ZLwAhwJcLPZAPmVIqFOgFFFAB/M7rniMhcWZxQNNr7lkO1E/4eQeeKfOfBW4ppTZrrV/3GuKH3uQ7Rym1BvhL4Oe11q3vZ2gfrDf6zsU7pYBXbRCf6ZoQ32hKqX14ZrUOaa2tCz2eD9wgsAFPodAvAjeUUlu11gOveoLsl5uB1rpZa61e86v+pedUaK1/ABwCHgH/fAGG/o31Jt+5UioNOAf8jtb6Owsy8G+wN/nOxTvXA0S+4loM0D2PYxFiXiilNgHfB35Ba31tocfzodNau7XW97XWfwVsx7Mvcca2TxIS35JSKmisHcsk2lM2fhHImP9RLR5jfREv4alKlIpm8U31FFg9tjfrZflA2TyPR4j3amz15wzwL7XW/3uhx/OhUkpFKaXWvvy41tqBp4XcjBlFQuLbcwHnlVLbprm2B8+6v3gPlFJL8ATxi8AvL/BwhHgbpWO/H5n4oFKqEEgBTs37iIR4T5RSK/H0Ff5PE1vhiPciALitlEqZ+OBYke12XpNRJCS+pbE9FL8JfEcp9WNKqRSlVL5S6n8DucBvLegAP1Bj3fmL8Oyl+3+BJUqp2LFfr1q2E+JrSWs9iue/4z9TSn2ulEpSSh3F0xLnX2itexd2hEK8G0qpZDz/sD8P/MmEP7djlVJhCzq4D5DWuhFPE+1TSqnDSqnksX98foWnLmXGvqBSuPIOaK1/RynVg6eLeTowhGcafaPWum1BB/cBUkoF49mDuHrsoeaXbinDE9CF+MbQWv83pZQb+HdAMp5CoX+ttf7jhRyXEO+KUioOT0CMB35q7NdEJ4BP5nlYi8E/An4J+F08f7ZY8FSS/7jWemSmJ8qJK0IIIYQQYgpZbhZCCCGEEFNISBRCCCGEEFNISBRCCCGEEFNISBRCCCGEEFNISBRCCCGEEFNISBRCCCGEEFNISBRCiFlQSoUqpQIXehxvQikVqJTyf809SimVpZSKV0rJ3w1CCOmTKIQQr6KUWgFEaK1vKaU+Bo4BPcBurXW5UipMa903i9fZgecf5XbACbiBiX/4qrHrRsAEGLTWRe/wc/wt4M+Ae8DBV53gopQaAQxAqtb65Sb1QohFRk5cEUKICZRSy4G9wOd4zl9vUUqtBvrwBLnhsYB4BPhTpdS/11r//mte9jeAwjkM4wGeYyfflXQ84e/0a474GwAsEhCFECAhUQixyCmlFPAHQA6QCUSPXXICjUAb8NPA9bHH28d+HwLCgH+vlLqvtb42w9vYxn7fAbTMcJ8f8AQYntOHeAWllO/YudC5Yw/9xYRrRq21c5pxjr6L9xZCfPPJvhMhxKKmPXtueoENwG3gD8cu/YrWernWerPW+j/zw+BmHXteMZ4zUX2B/6OUMs3wNu6x3114wuerfrleuv9t2ZVSw8ABPMvbt5VS3WPLytPNVL4cGoUQi5jMJAohBPw+8Ftaa9vY/sF/MM09Q2O/e4OU1vqPlVIFwH/QWttn8T7XX3/LqymlvgA+BtZqrZ++dO13gV8GDmitz489fBzwxxMSi4BqPH/um4EmpdR/Axx4ZhBdQDgQpJT6N3gmEUxAKPCLWmvr24xdCPHNIyFRCLHozab4BBh5xXP/1hzeahXQMMN1E569j6/yi3j2Sf6pUmrr2CwoSqlcPLOafzUhIKK1/kwp9Y+AfcDf1lpPWupWSrUCcdO8z6+99PPPzjAmIcQHSkKiEGJRU0odBr6Lp2jDiqfAA+BXxqqCvbeO/b5JKVWGZ6bNgGcfYTAQAqS9HMTGjP9ZGz/hdabjN/a7ebqLWut2pdQ/A/4I+HvAfx9rV/OnQD/wf0/ztI+Ba0C2UuoycFxr/U/Hrg0BDVrrZAClVDUwpLXOHfv5CrBlPIwKIRYXCYlCiMVOAYFjv+CH+wKj8Cy1viwAT7WwwrMf0TDh2qsC4PhrX5zlmMJnuPYnwE8Cv62UOgH8CLAe+Dta666JNyqllgDbgb+PZ1l5BVAx4ZYRfhhMX8X1mutCiA+UFK4IIRa7YjwzfEF4At+escf/qdY6aOIvoAN4prUO0Fr7a62NwBo8s4hJ/LDy+WUf46mE9scTygyAj9Z6vD/ixB6JgUDBqwY7Nqv3c3hmG/8C+E2gWGv9v6a5/WfxFMF8H0+PRiGEmDWZSRRCLGpa62EmtJzxdMR5pQ5gyYR7V+Dpafg/gX853lJGKZUC/C6e5Vwbnlm8iRXMGtAT3kuN/TLg+XPZOFYtbcYTXv+m1npgwpgrlVK/Bfz62Ov//MsDHRvD/4On+fevA4ljl35JKfV3gelCpRBCeElIFEKIV1BKrQI+Adq11n8O1OLZ2zfef/Bv4Ql2UXja6IwLGXseeILh+EkrLn4YEs1j9w3hWfadFBIZO3ll7DWmWxJ+MvZ7P9A5zXUXnuXyYODbeIIqQASeYDlerZyklJq05/Cln2UGUohFSo7lE0IIPOcbA6uBT4F/gie4BYxd/n+11r851hrm1/Ds7esHnuMJfxla6+4Jr2UYe+6w1tqtlDID9okFIGNFMf8LTz/G//iKMRnwLD8PvvTcEOApEIsnSP6R1voXpnl+ItCitXYppTYBN4Gf0lr/n7Hrj4Bk4L+OPWV87+Kfjf38U8ASrfW0hTRCiA+bzCQKIRY1pdQf4QmG0UwuPKkGvgCu4GmyDVA69nse8Dfw7DP89sSACKC1dgGDEx76eeAXlVLf01r/6jRjGF9u9sUzaxgImLXW9Xiqrl/274BlePYc/iTw80qpv9Ra33hpHI0zfPRxfVrrfzE2jh/HU908/vNWJiyvCyEWFwmJQojF7gGeENeFp/l0K549fP9La/2fXrr3Kp5l2v+CZ4n5r7XW35nFe3wEpDL9KSe/M/brZbeBTS8/qJTaCPwCcE5r/WdjbW3KgT9RSuVqrR0vP2fMeKHixrH9ijWzGLcQYhGTkCiEWOwu4qk+Pqu1do6duPLrr7jXhmeZNw+4A/zM615cKRWLpw1NG1AyzS3HgctM3pNoZvIex/HXMuJpgTOEp8IZrXXtWO/E/wL8KvCvxu6NA/4jsBTPknLC2Mv8X3j2K/6T141dCLG4SUgUQixqWutaPAUpM1JKJeGpYs4be8iHCWcsK6V+B/hXY9XSE/0inmXkJcBv4zk6b6ISrfV/meVw/zGQA/xdrXXThMf/EPgc+OdKqe9qrSvxnNzyY3iCZw1wHjgE/DPg97XWDqXU35zl+wohFiHpkyiEEJMFTfxBKRU31m7mKbAT+APgr/A0sP6OUsqolArCc9pJ7dj/Hn9uLJ5ikAfAv8DTfubfjp2SMidKqeV4ZjjPa63/x8RrY0UtfwcYxXNknxo7a/nbwHKtdRrwe2O3D0xYklaMVTePVTSnAmsm/Lx9ruMUQnw4ZCZRCCEApdQ/wNPsenx2zaWU+gng/8MzG9cM/IzW+sJYJfQaPG1uzgN1eP48bdFaD0142T/DU9zyr4FTQC6eJeE9wLPXjMcMLMfTpPu81rqOH1ZbTzF2Peilx7434cfxa4ETHjPhqdL+r0zvp/AUyAghFiEJiUII4eHmhwUkbuCh1vqGUioayMTTqqYfPA24lVLb8ewn3DXhNf4cYGym8L8Dh4FSrfXJses/NnYe8m8A+WOP/c5Ya51hPD0JzXiC3HhvxNNa63Pv4PONh8OJQdOfCdXNLxurbk5UShnGKraFEIuIhEQhhPD4Cs9MXwWeyuFqgGkqnBl73KKU2gX8Ep6l5ufAn45dDsVz/rKDsQKTCc/770qp/4Gn7c7HeAJoPJ4m19MtQ7+rKuTAl34HT9uf6Rpxj+vBc8pMAJNb+gghFgFppi2EEO+JUmqz1rr09Xd6eyWax36Zxh52AyMvLWG/6VgC8QTXwfEZUSGEmImERCGEEEIIMYVUNwshhBBCiCkkJAohhBBCiCkkJAohhBBCiCkkJAohhBBCiCkkJAohhBBCiCkkJAohhBBCiCn+f8onvFOmNPNbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import andrews_curves\n",
    "\n",
    "# via from https://www.machinelearningplus.com/plots/top-50-matplotlib-visualizations-the-master-plots-python/\n",
    "\n",
    "# Import\n",
    "\n",
    "df = pd.read_csv('mtcars.csv')\n",
    "df.drop(['cars', 'carname'], axis=1, inplace=True)\n",
    "\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(9,8), dpi= 80)\n",
    "ax = andrews_curves(df, 'cyl', colormap='Set1')\n",
    "\n",
    "# Lighten borders\n",
    "plt.gca().spines[\"top\"].set_alpha(0)\n",
    "plt.gca().spines[\"bottom\"].set_alpha(.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(0)\n",
    "plt.gca().spines[\"left\"].set_alpha(.3)\n",
    "\n",
    "plt.title('Andrews Curves of mtcars', fontsize=22)\n",
    "plt.xlim(-3,3)\n",
    "plt.grid(alpha=0.3)\n",
    "\n",
    "ax.set_xlabel('我是x轴', fontsize = 20)  # Add an x-label to the axes.\n",
    "ax.set_ylabel('我是y轴', fontsize = 20)  # Add a y-label to the axes.\n",
    "ax.set_title(\"我是标题\", fontsize = 20)  # Add a title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "plt.savefig(\"B_07.png\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import parallel_coordinates\n",
    "# via from https://www.machinelearningplus.com/plots/top-50-matplotlib-visualizations-the-master-plots-python/\n",
    "\n",
    "# Import Data\n",
    "df_final = pd.read_csv(\"diamonds_filter.csv\")\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(9,8), dpi= 80)\n",
    "ax = parallel_coordinates(df_final, 'cut', colormap='Dark2')\n",
    "\n",
    "# Lighten borders\n",
    "plt.gca().spines[\"top\"].set_alpha(0)\n",
    "plt.gca().spines[\"bottom\"].set_alpha(.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(0)\n",
    "plt.gca().spines[\"left\"].set_alpha(.3)\n",
    "\n",
    "plt.grid(alpha=0.3)\n",
    "\n",
    "ax.set_xlabel('我是x轴', fontsize = 20)  # Add an x-label to the axes.\n",
    "ax.set_ylabel('我是y轴', fontsize = 20)  # Add a y-label to the axes.\n",
    "ax.set_title(\"我是标题\", fontsize = 20)  # Add a title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "plt.savefig(\"B_08.png\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "# via from https://www.machinelearningplus.com/plots/top-50-matplotlib-visualizations-the-master-plots-python/\n",
    "\n",
    "# Import Data\n",
    "df = pd.read_csv('AirPassengers.csv')\n",
    "\n",
    "\n",
    "# Get the Peaks and Troughs\n",
    "data = df['value'].values\n",
    "doublediff = np.diff(np.sign(np.diff(data)))\n",
    "peak_locations = np.where(doublediff == -2)[0] + 1\n",
    "\n",
    "doublediff2 = np.diff(np.sign(np.diff(-1*data)))\n",
    "trough_locations = np.where(doublediff2 == -2)[0] + 1\n",
    "\n",
    "# Draw Plot\n",
    "plt.figure(figsize=(9,8), dpi= 80)\n",
    "plt.plot('date', 'value', data=df, color='tab:blue', label='Air Traffic')\n",
    "plt.scatter(df.date[peak_locations], df.value[peak_locations], marker=mpl.markers.CARETUPBASE, color='tab:green', s=100, label='Peaks')\n",
    "plt.scatter(df.date[trough_locations], df.value[trough_locations], marker=mpl.markers.CARETDOWNBASE, color='tab:red', s=100, label='Troughs')\n",
    "\n",
    "# Annotate\n",
    "for t, p in zip(trough_locations[1::5], peak_locations[::3]):\n",
    "    plt.text(df.date[p], df.value[p]+15, df.date[p], horizontalalignment='center', color='darkgreen')\n",
    "    plt.text(df.date[t], df.value[t]-35, df.date[t], horizontalalignment='center', color='darkred')\n",
    "\n",
    "# Decoration\n",
    "plt.ylim(50,750)\n",
    "xtick_location = df.index.tolist()[::6]\n",
    "xtick_labels = df.date.tolist()[::6]\n",
    "plt.xticks(ticks=xtick_location, labels=xtick_labels, rotation=90, fontsize=12, alpha=.7)\n",
    "plt.title(\"航空旅客高峰和低谷(1949 - 1969)\", fontsize=22)\n",
    "plt.yticks(fontsize=12, alpha=.7)\n",
    "\n",
    "# Lighten borders\n",
    "plt.gca().spines[\"top\"].set_alpha(.0)\n",
    "plt.gca().spines[\"bottom\"].set_alpha(.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(.0)\n",
    "plt.gca().spines[\"left\"].set_alpha(.3)\n",
    "\n",
    "plt.legend(loc='upper left', prop={'size':15})\n",
    "plt.grid(axis='y', alpha=.3)\n",
    "\n",
    "plt.savefig(\"B_09.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
